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Foundation Fit Analysis
OPEN SAMPLE Compares a foundation's stated priorities and giving history against your program to score fit and flag mismatches before you invest time in a full proposal. Use it before adding a funder to your pipeline or before a letter of inquiry.
ORGANIZATION NAME ·ORGANIZATION TYPE ·POPULATION SERVED ·GEOGRAPHIC AREA ·PROGRAM NAME ·PROGRAM GOAL ·FUNDER NAME ·FUNDER INFORMATION ·PROGRAM DESCRIPTION AND BUDGET
## Context
You are helping a nonprofit development professional evaluate whether a specific foundation is worth pursuing. The organization is [ORGANIZATION NAME], a [ORGANIZATION TYPE] that serves [POPULATION SERVED] in [GEOGRAPHIC AREA]. The program being assessed for fit is [PROGRAM NAME], which aims to [PROGRAM GOAL]. The development staff member will use this analysis to decide whether to invest time in a proposal or letter of inquiry.
## Task
Analyze the fit between [ORGANIZATION NAME]'s program and [FUNDER NAME] using the information provided below.
Funder information (guidelines, past grants, website language):
[FUNDER INFORMATION]
Program description and budget summary:
[PROGRAM DESCRIPTION AND BUDGET]
Produce:
1. A fit score on a simple three-level scale: Strong Fit, Possible Fit, or Poor Fit. State it in the first sentence.
2. The three strongest alignment points, each in one sentence, tied to specific funder language.
3. The two or three clearest mismatches or gaps, stated plainly.
4. A verdict on whether to pursue, and at what priority level, in two sentences.
5. One specific thing to learn before making a final go or no-go decision.
## Standards
- Under 400 words. Structured with the sub-heads above.
- Cite specific funder language when naming alignment points. Use quotation marks.
- Do not invent grant history, stated priorities, asset figures, or giving ranges. Work only from the information provided.
- Flag any gap where the funder information was silent on something relevant.
- Tone is direct. This is a decision tool, not a cheerleading document.
- Do not promise the program will receive funding. A strong fit means it is worth pursuing, nothing more.
- If any key piece of funder information is missing or ambiguous, ask before completing the analysis.
BEFORE YOU RUN IT
- Funder's current guidelines or RFP, not last year's version, pulled from the funder's own website
- A sample of the funder's recent grants (from their 990, website, or news releases) covering at least two years
- Your program description including population, geography, activities, and budget range
- Remove any donor, beneficiary, or client personal data from your program materials before pasting, or confirm your AI tool is approved under your organization's data policy
- Note any personal connection or prior relationship your organization has with this funder
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm every alignment point cites funder language you actually supplied, not language the AI invented or assumed
- Check that no grant amounts, asset figures, or giving history appear in the output that were not in the information you provided
- Verify the fit score matches your own read when you weigh the same evidence
- Confirm the mismatches section does not understate real problems to make the fit look better than it is
- Check that the verdict does not promise funding or use hedged language that creates false confidence
- If the AI flagged information gaps, confirm those gaps are real before proceeding to a proposal
Sample output
Sample output. Generated by AI from sample inputs:
**Fit score: Possible Fit**
The Hartfield Foundation's current cycle offers real alignment on population and geography, but the program budget sits above their typical range and one eligibility question needs an answer before this is worth a full proposal investment.
**Three strongest alignment points**
1. Hartfield's guidelines state they prioritize "workforce preparation for adults with barriers to employment" - exactly the population Riverside Youth Coalition's Bridge to Work program serves.
2. Their recent grants page shows three awards in the $40,000 to $60,000 range to workforce programs in Crestwood County, which is your service area.
3. Their 2024 guidelines specifically call out "earned credential attainment" as a desired outcome. Your program includes industry certifications as a graduation requirement.
**Mismatches and gaps**
1. Your requested amount of $85,000 exceeds every workforce grant visible in their recent history. Their largest recent workforce award was $62,000.
2. Hartfield's guidelines require applicants to have received at least one prior grant from a local community foundation. It is unclear whether your 2022 Crestwood Community Foundation award meets this requirement.
3. The guidelines are silent on whether they fund direct service staff salaries. Your budget is 68% personnel. This is a real risk.
**Verdict**
This funder is worth one more research step, not a full proposal yet. The population and geographic alignment are genuine, but the budget gap and the salary question could disqualify the application before it is read.
**One thing to learn first**
Call or email the Hartfield program officer to confirm whether the prior community foundation grant requirement is met by your 2022 award, and ask directly whether they fund staff salaries.
CUSTOMIZATION If you are evaluating fit for a capital campaign rather than a program grant, replace the program description variable with a project description including the capital ask. For government grant fit analysis, add the NOFA or RFP eligibility requirements as a separate variable. When reviewing a funder with a rolling application window, note in Context that timing is flexible so the verdict focuses on fit rather than calendar urgency.
Funder Alignment Statement
OPEN SAMPLE Drafts a short statement connecting your mission to a specific funder's priorities, in their language, for use across outreach. Use it when preparing a letter of inquiry, a cold email, or the opening paragraph of a proposal.
ORGANIZATION NAME ·MISSION SUMMARY ·FUNDER NAME ·FUNDER PRIORITIES ·SPECIFIC PROGRAM OR PROJECT ·PROGRAM DETAILS
## Context
You are helping a grant writer or development director at [ORGANIZATION NAME] draft a funder alignment statement. The organization's mission is [MISSION SUMMARY]. The target funder is [FUNDER NAME], whose stated priorities are [FUNDER PRIORITIES]. This statement will appear at the start of a letter of inquiry, email, or proposal introduction. It must show the funder that the writer has read their guidelines, not that they used a template.
## Task
Draft a funder alignment statement of 100 to 150 words that:
1. Opens by naming one specific priority from [FUNDER PRIORITIES] in the funder's own language.
2. Connects that priority directly to [ORGANIZATION NAME]'s work, with a concrete detail about who the organization serves or what it does.
3. States why [SPECIFIC PROGRAM OR PROJECT] is the right fit for this funder at this time, in one sentence.
4. Closes with a natural transition into the ask or the next paragraph.
Do not write the full letter. Write only this alignment statement.
## Standards
- 100 to 150 words, one paragraph.
- Use the funder's language for their priorities, not synonyms. If they say 'food security,' do not write 'hunger relief.'
- Ground the connection in specific facts about the organization's work, drawn from [PROGRAM DETAILS].
- Do not invent statistics, program outcomes, dollar amounts, or prior funder relationships.
- Do not make promises about what the program will achieve. State what it does.
- Tone should be confident and direct, not grateful or deferential.
- If a specific named input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- The funder's current guidelines, strategic plan, or priority statement, copied directly (not paraphrased)
- A specific program or project to connect to this funder, not a general description of the organization
- Concrete program details: who you serve, what you do, and one data point you can support
- Strip any beneficiary personal data or confidential program notes before pasting, or confirm your AI tool is approved under your organization's data policy
- Check the funder's RFP or guidelines for any language preferences or restricted vocabulary, and include those as part of the funder priorities input
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm the funder's priority language in the statement matches the actual words in their guidelines, not a paraphrase
- Verify every program fact or data point cited can be documented by your organization
- Check that no statistics, outcome figures, or prior grant relationships were invented
- Confirm the statement does not promise outcomes, only describe existing work
- Read it as the funder: does it sound like you read their guidelines, or like you sent the same letter to ten funders?
- Verify the word count falls between 100 and 150 words before sending
Sample output
Sample output. Generated by AI from sample inputs:
The Hartfield Foundation's commitment to youth economic mobility in rural communities matches the work Riverside Youth Coalition has done in Grant County for the past six years. Our workforce readiness program serves young adults ages 16 to 24 who have left school without a credential, the exact population your 2024 strategic plan identifies as underserved by existing workforce systems. The Trades Entry Program, which we are seeking to expand to a second county site, prepares participants for certified apprenticeships in construction and electrical trades through a 14-week cohort model. Graduates enter apprenticeships at a rate we track and report publicly each year. We are requesting $75,000 in general operating support to extend this model to Caldwell County, where the youth unemployment rate runs nearly double the state average.
CUSTOMIZATION When the funder's priorities are broad (community health, economic opportunity), narrow the statement to the single priority that most specifically fits your program rather than trying to match all of them. For family foundations, research the founder's biography or the foundation's history and name a specific connection if one exists. For repeat funder relationships, open by acknowledging the prior grant and stating what has changed since then.
Letter of Inquiry, Private Foundation
OPEN SAMPLE Drafts a one to two page letter of inquiry to a private foundation, structured around the foundation's stated funding interests. Use it when a foundation's guidelines call for an LOI before a full proposal.
FOUNDATION NAME ·FOUNDATION PRIORITIES ·ORG NAME ·ORG TYPE ·LOCATION ·PROJECT NAME ·REQUEST AMOUNT ·FOUNDATION CONTACT ·DUE DATE ·PROJECT FACTS
## Context
You are helping a nonprofit development professional draft a letter of inquiry to [FOUNDATION NAME], a private foundation whose stated priorities are [FOUNDATION PRIORITIES]. The organization seeking funding is [ORG NAME], a [ORG TYPE , e.g., 501(c)(3) community health organization] based in [LOCATION]. The project seeking support is [PROJECT NAME], and the amount requested in the LOI is [REQUEST AMOUNT]. The contact at the foundation, if known, is [FOUNDATION CONTACT , or "not specified"]. The LOI is due [DUE DATE].
## Task
Draft a letter of inquiry of no more than two pages. Structure it as follows:
1. Opening paragraph: name the project, the amount requested, and the single clearest connection between this project and the foundation's priorities.
2. Organizational credibility paragraph: one to two sentences on [ORG NAME]'s track record, reach, and the communities it serves.
3. Project description: the problem, the approach, the population served, and the expected scope. Use the facts I provide in [PROJECT FACTS].
4. Alignment paragraph: draw explicit connections between this project and the foundation's stated priorities. Reference specific priority language from [FOUNDATION PRIORITIES].
5. Closing: a clear ask, named contact, and next-step invitation.
## Standards
- One to two pages when printed. No attachments described unless the foundation's guidelines request them.
- Plain, direct prose. No sector jargon like "leverage," "holistic," or "synergy."
- Do not invent statistics, program outcomes, geographic reach, budget figures, or funder names. Every number and claim must come from the facts I supply in [PROJECT FACTS].
- Do not present this letter as a guarantee of funding or predict whether it will succeed.
- If [FOUNDATION PRIORITIES] is vague or [PROJECT FACTS] is incomplete, ask me what is missing before drafting.
BEFORE YOU RUN IT
- The foundation's current guidelines, priority areas, and any LOI format requirements from their website or RFP
- Your organization's accurate program facts: population served, current reach, and any outcome data you have documented
- The request amount you intend to ask for, confirmed against your project budget
- The foundation contact name and title, if listed on their site or in your CRM
- Confidentiality: strip any donor names, beneficiary identifiers, or personal information before pasting into the prompt, or confirm your AI tool is approved under your organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Every statistic and program outcome in the draft traces back to something you supplied in PROJECT FACTS, not something the AI added
- The request amount matches your project budget and does not exceed the foundation's typical grant range
- The alignment paragraph references the foundation's actual stated priorities, not generic grant language
- No funder names other than the target foundation appear in the letter
- The letter fits within the page or word limit stated in the foundation's guidelines
- No language promises a specific outcome or guarantees program results
- If the foundation's guidelines specify a required format or sections, confirm each required element is present
Sample output
Sample output. Generated by AI from sample inputs:
[Riverside Youth Coalition letterhead]
June 13, 2026
Ms. Patricia Olson
Program Officer, Education and Youth Development
Hartfield Foundation
Dear Ms. Olson,
Riverside Youth Coalition requests $50,000 from the Hartfield Foundation to expand our after-school literacy program to two additional elementary schools in the Riverside Unified School District, serving 180 additional students in grades 2 through 5 during the 2026-2027 school year.
Riverside Youth Coalition is a 501(c)(3) organization that has served low-income youth and families in Riverside County since 2011. Our current after-school programs reach 420 students across four sites, with 78 percent of participants reading at or above grade level by the end of the program year, compared to 51 percent at enrollment.
Riverside Unified's most recent assessment data show that 62 percent of students at Garfield and Lincoln Elementary are reading below grade level. Both schools serve populations that are more than 80 percent eligible for free or reduced lunch, and neither currently has a structured after-school literacy program. Our model pairs certified reading coaches with small groups of six to eight students for 90-minute sessions three days per week. The $50,000 request covers coach salaries, materials, and site coordination for one full school year.
The Hartfield Foundation's stated commitment to closing the opportunity gap for low-income students aligns directly with what this expansion addresses: students who arrive at middle school without foundational reading skills face compounding disadvantages that follow them through high school and into the workforce. Riverside Youth Coalition's model has a documented record of closing that gap, and this grant would extend that record to two schools where no comparable program currently exists.
We would welcome the opportunity to discuss this project further. Our Executive Director, Maria Gutierrez, is available at [email protected] or 951-555-0182. We are happy to provide additional materials at your request.
Thank you for your consideration.
Sincerely,
Maria Gutierrez
Executive Director, Riverside Youth Coalition
CUSTOMIZATION For foundations with very specific LOI formats (word limits, required sections, online submission), paste the exact format instructions into the prompt before running it so the AI structures accordingly. If the foundation funds general operating support rather than specific projects, adjust the project description paragraph to describe organizational priorities and planned uses of funds instead. For smaller foundations with no stated priorities online, substitute your best research on their giving history in place of the FOUNDATION PRIORITIES variable.
Problem Statement Snapshot
OPEN SAMPLE Drafts a concise, data-anchored problem statement for an LOI or concept paper. Use it when you need to open a funding pitch with a clear, credible case for why the problem you address is real and urgent.
ORGANIZATION NAME ·ORGANIZATION TYPE ·TARGET POPULATION ·SERVICE AREA ·FUNDER NAME OR TYPE ·PROGRAM AREA ·DATA POINTS
## Context
You are helping a grant writer at [ORGANIZATION NAME], a [ORGANIZATION TYPE : e.g., community health nonprofit, youth workforce program] serving [TARGET POPULATION] in [SERVICE AREA]. The organization is preparing a letter of intent or concept paper for [FUNDER NAME OR TYPE : e.g., a community foundation, the state arts council]. The program area is [PROGRAM AREA : e.g., food access, job training, early literacy]. The writer has supplied these verified data points to support the problem statement: [DATA POINTS : source, statistic, and year for each].
## Task
Draft a problem statement of 150 to 200 words. Structure it in three moves:
1. Open with a specific local or population-level fact that makes the problem concrete and immediate.
2. Connect the local condition to a pattern or gap. Use only the data points supplied above.
3. Close with a one-sentence bridge that positions [ORGANIZATION NAME] as the logical respondent, without overpromising outcomes.
## Standards
- Use only the data points the writer supplied. Do not add statistics, prevalence figures, dollar amounts, or citations from your own knowledge. If a supplied data point lacks a source or year, flag it and ask before using it.
- Write in plain language. Avoid jargon the funder would have to decode.
- Do not use the words "holistic," "seamless," "robust," "transform," or "game-changer."
- No bullet lists. Paragraph form only.
- The bridge sentence states what [ORGANIZATION NAME] does, not what it will achieve. Outcome claims belong in the program description, not here.
- If [DATA POINTS] is empty or contains unsourced numbers, stop and ask the writer to supply verified figures before drafting.
BEFORE YOU RUN IT
- At least two to three verified data points, each with source name and year, before running the prompt
- Check the funder's RFP or guidelines for any required framing, geography, or population language
- Confirm the service area description matches what the funder's guidelines define as eligible geography
- Confidentiality: strip any beneficiary names, case details, or personally identifiable information before pasting data, and confirm your AI tool is approved under your organization's data policy
- Verify each statistic traces to a primary source you can cite in the final document
VERIFY BEFORE IT LEAVES YOUR HANDS
- Every statistic in the output matches a data point you supplied. If a figure appears that you did not provide, delete it.
- Each cited source is real and the year matches what you gave. The AI cannot verify citations; you must check each one.
- The bridge sentence describes what the organization does now, not what the grant will cause it to achieve.
- No funder name, program requirement, or deadline was invented by the AI.
- The word count lands between 150 and 200 words.
- The statement addresses the population and geography defined in the funder's guidelines.
- Read it aloud. If a sentence would confuse a non-expert reader, rewrite it.
Sample output
Sample output. Generated by AI from sample inputs:
In Garfield County, one in four households cannot reliably afford food, a rate 40 percent higher than the state average (USDA Economic Research Service, 2023). That gap is sharpest among families with children under six: county school data show that 62 percent of kindergarteners enrolled in 2023 qualified for free or reduced-price lunch, yet the nearest food pantry is more than twelve miles from the two zip codes with the highest concentration of those families (Garfield County School District, 2023; Cedar Valley Food Bank service map, 2023). The problem is not a shortage of food assistance in the region. It is a distribution gap that leaves the youngest children in the hardest-to-reach households without a consistent source of groceries. Cedar Valley Food Bank operates the only mobile pantry in the county and has served the 74201 and 74203 zip codes weekly since 2019.
CUSTOMIZATION For health and human services funders, lead with a local statistic rather than a national one. National figures work as context but rarely create urgency for a community foundation. For arts and culture funders, the problem statement often focuses on access gaps rather than need statistics. Adjust the data-point prompt to ask for attendance, reach, or demographic representation figures instead. Small organizations with limited internal data can source figures from county health assessments, census tract data, or school district reports, all of which are public and citable.
Statement of Need with Data Weaving
OPEN SAMPLE Drafts a statement of need that weaves your local community data with the broader problem context, cited to sources you supply. Use it when your funder expects evidence and you have data but need help building a coherent, citation-supported narrative.
FUNDER NAME ·ORGANIZATION NAME ·TARGET POPULATION ·SERVICE AREA ·LOCAL DATA AND SOURCES ·BROADER CONTEXT DATA AND SOURCES ·FUNDER PRIORITIES
## Context
You are helping a nonprofit grant writer draft a statement of need for a proposal to [FUNDER NAME]. The organization is [ORGANIZATION NAME], which serves [TARGET POPULATION] in [SERVICE AREA]. The writer has gathered local data and national or state context and needs those woven into a compelling, evidence-grounded need statement. Every statistic must come from sources the writer supplies. Nothing is invented.
## Task
Draft a statement of need using this data:
Local data and sources:
[LOCAL DATA AND SOURCES]
Broader context data and sources:
[BROADER CONTEXT DATA AND SOURCES]
Funder priorities relevant to this need:
[FUNDER PRIORITIES]
The need statement should:
1. Open with a grounding statement that puts the reader in the community and the problem.
2. Present local data as the core evidence, with each figure attributed to its source.
3. Connect the local picture to the broader context to show this is not an isolated problem.
4. Name the gap: what is absent, insufficient, or inaccessible for [TARGET POPULATION] in [SERVICE AREA].
5. Close by linking the documented need to [FUNDER PRIORITIES] without overstating the match.
## Standards
- 400 to 600 words. Paragraph form, no bullet points in the final text.
- Every statistic must be attributed inline to the source the writer provided. Do not invent statistics, dates, sources, or outcomes.
- Do not round figures in ways that change meaning.
- Do not name other funders or organizations as inadequate. Name gaps in access or availability, not failures of others.
- Tone: direct and specific. No crisis language that overstates or dramatizes beyond what the data supports.
- Do not make promises about what the program will achieve; the need statement describes the problem, not the solution.
- If any data point appears to conflict with another or is missing a source, ask before incorporating it.
BEFORE YOU RUN IT
- Local data with sources: census figures, county health reports, school district data, community assessments, or your own program intake records
- Broader context data with sources: state or national statistics from credible public sources (CDC, USDA, HUD, peer-reviewed studies)
- The funder's RFP or funding guidelines, noting any specific outcome areas or populations they prioritize
- A clear description of the gap: what is missing or insufficient for your target population in your service area
- Remove any beneficiary names, case details, or identifying information before pasting, or confirm your AI tool is approved under your organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm every statistic in the draft appears in the data you supplied and is attributed to the correct source
- Check that no funder, program name, dollar amount, or deadline was invented by the AI
- Verify that local figures are presented as local and broader figures as broader; check that the AI did not flip the scale
- Confirm the gap statement matches what your program actually addresses, not a broader problem the program cannot solve
- Check that funder priority language reflects the actual RFP, not a paraphrase that changes the meaning
- Read for promises: confirm the need statement describes the problem only and does not claim program outcomes
Sample output
Sample output. Generated by AI from sample inputs:
In Millbrook County, one in four children under age 12 experiences food insecurity on a regular basis. According to the 2023 Millbrook County Community Health Needs Assessment, 26.4% of households with children report running out of food before the end of the month. That figure has risen from 19.1% in 2019, a shift the assessment attributes to pandemic-era job losses that have not fully reversed in the county's service economy.
Millbrook County's rate exceeds both the state average of 18.7% (Ohio Department of Health, 2023) and the national childhood food insecurity rate of 17.3% (USDA Economic Research Service, 2022). The county sits in the bottom quintile of food security among Ohio's 88 counties, a position it has held for three consecutive reporting cycles.
The data describes a structural problem, not a temporary one. Millbrook lacks a full-service grocery store within 10 miles of two of its five townships, leaving an estimated 4,200 residents in a federally designated food desert (USDA Food Access Research Atlas, 2023). Existing emergency food resources in the county serve approximately 1,100 households monthly; local food pantry directors report consistent unmet demand of 30 to 40 percent during the summer months, when school meal programs are not in operation.
The gap is specific: children in Millbrook County's rural townships have no consistent access to nutritious food during summer break. School-year meal programs serve these children reliably; nothing comparable exists for June through August. Cedar Valley Food Bank's summer meal program is the only county provider targeting this age group outside the school calendar, and it currently reaches fewer than 200 children per summer due to transportation and site limitations.
The Hartfield Foundation's focus on childhood nutrition in underserved rural communities aligns directly with what the data shows in Millbrook County: a documented, persistent, and measurable gap for a population with few alternatives.
CUSTOMIZATION For funders with strict page limits, condense the context paragraph and prioritize local data. If your funder focuses on a specific sub-population (children, veterans, seniors), structure the opening around that group and place national context in the second paragraph rather than leading with it. For community foundation proposals, replace the national data with county-to-county comparisons; local funders respond to local specificity.
Logic Model Builder
OPEN SAMPLE Builds a logic model covering inputs, activities, outputs, short-term outcomes, and long-term outcomes from your program facts. Use it when you need to submit a logic model as a proposal attachment or when your narrative needs the logic model to be written out before drafting begins.
ORGANIZATION NAME ·PROGRAM NAME ·FUNDER NAME ·PROGRAM RESOURCES ·PROGRAM ACTIVITIES ·PROGRAM REACH ·KNOWN OR EXPECTED OUTCOMES ·GRANT PERIOD
## Context
You are helping a grant writer at [ORGANIZATION NAME] build a logic model for [PROGRAM NAME]. The proposal is for [FUNDER NAME]. A logic model connects what goes in (inputs) to what is done (activities) to what is produced (outputs) to what changes for participants (outcomes). It is a planning and accountability tool, not a marketing document. Every cell must reflect what the program actually does.
## Task
Build a logic model using these inputs:
Program resources:
[PROGRAM RESOURCES]
Program activities:
[PROGRAM ACTIVITIES]
Program reach (who is served and how many):
[PROGRAM REACH]
Known or expected outcomes:
[KNOWN OR EXPECTED OUTCOMES]
Grant period:
[GRANT PERIOD]
Present the logic model in five labeled sections:
1. Inputs: resources that go into the program (staff, funding, volunteers, facilities, equipment, partners)
2. Activities: what the program does (services delivered, trainings held, sessions provided)
3. Outputs: countable products of the activities (number of participants served, sessions held, materials distributed)
4. Short-term outcomes: changes participants experience during or immediately after the program (knowledge gained, skills learned, behaviors adopted)
5. Long-term outcomes: changes expected to persist beyond the program period (improved health, stable employment, reduced recidivism)
After the five sections, add a one-paragraph narrative that explains the causal logic: if these inputs support these activities, these outputs will result, and over time these outcomes should follow.
## Standards
- Present each section as a labeled list, not a paragraph. Keep each item to one line.
- Use only inputs, activities, and outcomes that appear in the program design the writer supplied. Do not add services, partners, or outcomes not present in the inputs.
- Short-term outcomes should be observable within the grant period. Long-term outcomes sit beyond the grant period or represent sustained change.
- Do not inflate outcomes to match funder preferences. If the program cannot plausibly produce a long-term outcome from its activities alone, say so and ask.
- Do not invent partner organizations, staffing, or resources.
- If the program reach or resources are missing, ask before filling them in.
BEFORE YOU RUN IT
- A list of program resources: staff positions and FTE, funding sources, volunteer roles, facility, partner organizations
- A specific list of program activities, not a summary (e.g., 'eight-session job readiness workshop' not 'job training')
- Your intended reach: number of participants, frequency of service, duration of participation
- Known or expected outcomes, separated if possible into what you expect during the grant period versus long-term
- The funder's RFP or guidelines to confirm whether a specific logic model format is required
- Remove any beneficiary names or identifying data before pasting, or confirm your AI tool is approved under your organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Verify every input listed is a real resource your program has or will have during the grant period
- Confirm every activity listed is something your program actually does, not something adjacent or aspirational
- Check that outputs are countable and based on your actual capacity, not inflated
- Verify short-term outcomes are achievable within the grant timeline given the activities
- Confirm long-term outcomes follow logically from short-term outcomes rather than jumping several steps ahead
- Check that no partner organizations, staff roles, or program features were invented by the AI
- Verify the causal narrative paragraph does not promise outcomes the program cannot demonstrate
Sample output
Sample output. Generated by AI from sample inputs:
**Inputs**
- 1.0 FTE Program Director (Riverside Youth Coalition)
- 2.0 FTE Site Coordinators
- 12 part-time tutors (Millbrook Community College students, work-study funded)
- Grant funding: $180,000 requested from Hartfield Foundation
- Existing funding: $45,000 from city contract
- Two school sites: Millbrook Elementary and Jefferson Middle School (space donated by district)
- Second Step social-emotional learning curriculum (licensed)
- Foutas and Pinnell benchmark assessment materials
**Activities**
- Weekly tutoring sessions (Monday through Thursday, 3:00 to 5:30 p.m., school year)
- Monthly tutor training sessions led by Program Director
- Quarterly academic benchmark assessments for all enrolled students
- Weekly social-emotional learning activities using Second Step curriculum
- Monthly family communication (written progress updates)
**Outputs**
- Up to 120 students served across two sites
- 640 total program sessions delivered
- 480 tutor-student contacts per week at full enrollment
- 4 benchmark assessment cycles completed
- 120 quarterly progress reports distributed to families
**Short-term outcomes (within grant period)**
- Students demonstrate measurable improvement in reading benchmark level
- Students demonstrate improved mathematics performance on report card
- Students demonstrate improved social-emotional skills on pre/post assessment
- Students attend at least three sessions per week on average
**Long-term outcomes (beyond grant period)**
- Students advance to the next grade level on time
- Students sustain academic performance gains in subsequent school years
- Students demonstrate school connectedness and reduced dropout risk
**Causal logic:** When a trained tutoring workforce supported by experienced coordinators delivers consistent, structured academic support to students over a full school year, those students gain academic skills and improve their performance on measurable indicators. When social-emotional learning is integrated consistently alongside academic support, students also develop the self-regulation and relationship skills that support continued engagement in school. Over time, students who experience consistent support and measurable skill growth during the middle elementary and middle school years are better positioned to advance on track and remain connected to school.
CUSTOMIZATION Many funders supply their own logic model template. If yours does, paste the template headers as the required elements variable so the AI populates your funder's format rather than a generic one. For multi-year grants, split outcomes into year one and year two columns. If your program is early-stage and outcomes data is not yet available, say so in the inputs and ask the AI to note where evidence is forthcoming versus established.
Evaluation Plan
OPEN SAMPLE Drafts an evaluation plan with measures, data collection methods, and reporting timelines tied to your stated project objectives. Reach for it when a funder asks you to describe how you will know the program worked.
ORGANIZATION NAME ·ORGANIZATION TYPE ·POPULATION SERVED ·FUNDER NAME ·GRANT PROGRAM NAME ·PROJECT DESCRIPTION ·PROJECT START DATE ·PROJECT END DATE ·PROJECT OBJECTIVES ·FUNDER EVALUATION REQUIREMENTS ·AVAILABLE DATA SOURCES
## Context
You are helping a nonprofit grant writer draft an evaluation plan for a proposal. The organization is [ORGANIZATION NAME], a [ORGANIZATION TYPE] serving [POPULATION SERVED]. The funder is [FUNDER NAME] and the grant program is [GRANT PROGRAM NAME]. The project is [PROJECT DESCRIPTION]. The project runs from [PROJECT START DATE] to [PROJECT END DATE].
Project objectives as stated in the proposal:
[PROJECT OBJECTIVES]
Any evaluation requirements the funder specified:
[FUNDER EVALUATION REQUIREMENTS]
Data the organization can realistically collect:
[AVAILABLE DATA SOURCES]
## Task
Draft an evaluation plan for inclusion in the grant proposal. For each objective listed, provide: one or two measurable indicators, the data collection method, who collects the data, how often, and how findings will be reported to the funder. Include a brief statement on how the organization will use evaluation findings for program improvement.
## Standards
- Tie every indicator directly to an objective listed above. Do not introduce objectives not in the list.
- Use only data collection methods that match the available data sources provided. Do not propose methods the organization cannot realistically carry out.
- State indicators in measurable terms: numbers, percentages, or observable changes. Avoid vague language like "improved outcomes."
- Do not invent impact figures, benchmark statistics, or outcome targets. Where a target is needed, write [TARGET NEEDED] for the grant writer to supply.
- Match the reporting frequency and format to the funder requirements provided. If requirements are not provided, use standard semi-annual progress report plus final report.
- Do not fabricate funder names, deadlines, or program requirements not included in the inputs.
- If a project objective, available data source, or funder requirement is missing or unclear, ask before drafting.
BEFORE YOU RUN IT
- Written project objectives from the proposal narrative, not a general program description
- The funder's RFP or guidelines, specifically any evaluation or reporting requirements
- A realistic list of data the organization can actually collect (intake forms, attendance logs, pre/post surveys, case records)
- Any outcome targets or benchmarks the organization has already committed to in the application
- Confirm beneficiary data and participant records are anonymized or that your AI tool is approved under your organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Check that every indicator in the plan ties to a stated objective and no new objectives were introduced
- Confirm no outcome targets appear that the grant writer did not supply; resolve every [TARGET NEEDED] before submission
- Verify the data collection methods listed are ones the organization can actually carry out given its current capacity
- Check that reporting timelines match the funder's requirements from the RFP, not defaults the AI assumed
- Confirm no benchmark statistics or external research figures appear that you did not provide
- Read the program improvement statement to ensure it makes a commitment the organization can keep
- Verify the evaluation plan does not promise to deliver data the organization does not currently have a system to collect
Sample output
Sample output. Generated by AI from sample inputs:
Evaluation Plan
Riverside Youth Coalition - After-School Literacy Program
Hartfield Foundation Community Learning Grant
Objective 1: Increase reading proficiency among enrolled students in grades 3-5.
Indicator: Percentage of enrolled students advancing one or more reading levels as measured by the program's standardized reading assessment.
Target: [TARGET NEEDED]
Data source: Pre- and post-program reading assessments administered by program staff.
Collection frequency: At program entry and at 16-week intervals.
Responsible party: Program Director.
Reporting: Results will be included in semi-annual progress reports and the final grant report.
Objective 2: Increase student attendance and consistent program participation.
Indicator: Percentage of enrolled students attending 80% or more of scheduled program sessions.
Target: [TARGET NEEDED]
Data source: Attendance logs maintained by site coordinators.
Collection frequency: Weekly; compiled monthly.
Responsible party: Site Coordinators, reviewed by Program Director.
Reporting: Attendance data will be reported semi-annually and in the final report.
Objective 3: Improve family engagement in student learning.
Indicator: Number of family members participating in quarterly family literacy nights.
Target: [TARGET NEEDED]
Data source: Sign-in sheets from family events.
Collection frequency: Quarterly.
Responsible party: Family Engagement Coordinator.
Reporting: Included in each progress report narrative.
Use of Findings
Riverside Youth Coalition will review evaluation data at the close of each 16-week cycle. The Program Director and site coordinators will meet to identify students below the attendance threshold and adjust outreach accordingly. Findings will inform curriculum adjustments for the following program cycle and will be shared with program staff and the board's program committee.
CUSTOMIZATION If the funder requires a specific evaluation framework (logic model, theory of change, or external evaluator), add that requirement to the funder evaluation requirements input. For larger grants with external evaluation requirements, the prompt can draft the internal evaluation component while the evaluator handles the external piece. Small organizations with limited data infrastructure should specify only what they can collect in the available data sources field rather than aspiring to methods they cannot sustain.
Sustainability Narrative
OPEN SAMPLE Drafts a credible sustainability section explaining how the program will continue after the grant period, without overpromising. Reach for it when a funder asks how the work will be sustained.
ORGANIZATION NAME ·ORGANIZATION TYPE ·ANNUAL BUDGET ·PROGRAM NAME AND DESCRIPTION ·GRANT AMOUNT ·PROJECT PERIOD ·CURRENT FUNDING SOURCES ·PROGRAM REVENUE POTENTIAL ·SUSTAINABILITY PLANS ·COMMITTED FUTURE SUPPORT
## Context
You are helping a nonprofit grant writer draft a sustainability narrative for a grant proposal. The organization is [ORGANIZATION NAME], a [ORGANIZATION TYPE] with an annual budget of approximately [ANNUAL BUDGET]. The program seeking funding is [PROGRAM NAME AND DESCRIPTION]. The grant amount requested is [GRANT AMOUNT] for a project period of [PROJECT PERIOD].
Current and anticipated funding sources for this program:
[CURRENT FUNDING SOURCES]
Revenue the program may generate, if any:
[PROGRAM REVENUE POTENTIAL]
Organizational plans to continue the program after the grant:
[SUSTAINABILITY PLANS]
Any committed future funding or partnerships relevant to sustainability:
[COMMITTED FUTURE SUPPORT]
## Task
Draft a sustainability narrative of 250 to 350 words for inclusion in the grant proposal. Address: how the program is currently funded or will be funded during the grant period, what specific steps the organization will take to sustain the program after grant funding ends, any earned revenue or fee-for-service potential, and any committed funding or partnerships that support continuation.
## Standards
- Be honest about uncertainty. If sustainability depends on future grant applications, say so and explain how that approach has worked for this program or organization in the past.
- Do not promise continued funding that is not committed. Use language like "the organization intends to seek" or "the organization expects" where appropriate.
- Do not invent future funders, commitments, or earned revenue figures. Where specific figures are not provided, write in general terms or note [FIGURE NEEDED].
- Do not fabricate program outcomes or impact statistics to support the sustainability case.
- The narrative must be plausible for an organization of this size and type. Do not write a sustainability section that requires capabilities the organization does not have.
- Ask before drafting if sustainability plans are not provided or if the grant amount and program costs do not add up.
BEFORE YOU RUN IT
- Actual current funding sources for the program, including amounts if known
- Any formal commitments from partners, government agencies, or other funders for the period after the grant
- Honest assessment of the organization's capacity to apply for replacement funding
- Any earned revenue or fee-for-service income the program realistically generates
- Confirm no donor or partner names are included that the organization has not approved for disclosure, or that your AI tool is approved under your organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm every funding source mentioned is real and the organization has permission to name it
- Check that no future funding is described as committed unless a letter of support or formal commitment exists
- Verify that earned revenue projections, if any, are based on figures the organization supplied and not invented
- Confirm the narrative accurately reflects the organization's actual budget size and fundraising capacity
- Check that the language differentiates clearly between confirmed support and plans to seek support
- Resolve all [FIGURE NEEDED] flags before submission
Sample output
Sample output. Generated by AI from sample inputs:
Sustainability
Cedar Valley Food Bank has operated the Senior Nutrition Access Program for three years, sustained through a combination of individual donor support, county contract funding, and foundation grants. The Hartfield Foundation grant, if awarded, will support program expansion to two additional zip codes during the 18-month project period.
After the grant period, Cedar Valley Food Bank intends to sustain the expanded program through three sources. First, the organization has submitted a renewal application to Millbrook County Department of Aging, which has funded the core program at $28,000 annually for two consecutive years. County staff have indicated continued interest in the program model, though formal renewal is subject to the county budget process. Second, the organization will seek replacement foundation funding through its annual grants calendar. Cedar Valley Food Bank currently holds active grants from four regional funders and has a track record of sustaining programs through diversified grant support. Third, the organization is exploring a modest sliding-scale fee structure for seniors with incomes above 200% of the federal poverty level, which could generate supplemental revenue while keeping services accessible to the lowest-income participants. A fee schedule has not yet been finalized.
The organization's Executive Director and Development Director together manage the grants portfolio and are committed to prioritizing continuation funding for this program in the next grant cycle. Cedar Valley Food Bank's board has approved inclusion of the expanded program in the three-year strategic plan adopted in January 2026.
CUSTOMIZATION Small organizations should be specific rather than aspirational in this section. One real funding source described accurately is more credible than three vague ones. If the program has a government contract history, that belongs front and center because it signals reliability to private funders. For programs where sustainability genuinely depends on proving the model first, say that plainly and explain the pilot-to-scale logic.
Budget Narrative and Justification
OPEN SAMPLE Turns a budget table into a line-by-line narrative that explains each cost and ties it to the project. Use it when the funder requires a written budget justification alongside the budget spreadsheet.
ORGANIZATION NAME ·FUNDER NAME ·GRANT PROGRAM NAME ·GRANT AMOUNT ·PROJECT PERIOD ·BUDGET TABLE ·COST CALCULATION NOTES ·GRANT VS OTHER SOURCES ·FUNDER BUDGET REQUIREMENTS
## Context
You are helping a nonprofit grant writer draft a budget narrative for a grant proposal. The organization is [ORGANIZATION NAME]. The funder is [FUNDER NAME] and the grant program is [GRANT PROGRAM NAME]. The total grant amount requested is [GRANT AMOUNT]. The project period is [PROJECT PERIOD].
Budget table (paste the full line-item budget here):
[BUDGET TABLE]
For each budget line, the grant writer's explanation of how the cost was calculated:
[COST CALCULATION NOTES]
The portion of each line funded by this grant versus other sources:
[GRANT VS OTHER SOURCES]
Any funder restrictions or requirements for the budget narrative:
[FUNDER BUDGET REQUIREMENTS]
## Task
Draft a budget narrative that justifies each line item. For each line: state the cost, explain how it was calculated, name the connection to the project activities, and note whether the cost is fully grant-funded or shared with other sources. Group personnel costs first, then non-personnel.
## Standards
- Use only the figures in the budget table provided. Do not add, remove, or recalculate any line.
- Calculation methods come from the cost calculation notes. Where no note is provided, write [CALCULATION NOTE NEEDED] rather than inventing a method.
- Do not invent salary figures, fringe benefit rates, indirect cost rates, or market comparisons not in the inputs.
- Tie every line to the project. "Computers are needed" is not a justification. "The program coordinator will use two laptops to manage participant enrollment and prepare monthly reports" is.
- Flag any funder restriction from the budget requirements that a line might not meet: write [FUNDER RESTRICTION CHECK NEEDED].
- Ask before drafting if the budget table or calculation notes are not provided.
BEFORE YOU RUN IT
- Final budget table in a format that can be pasted as text (copy from spreadsheet and paste)
- Notes on how each line was calculated (rate x time, quotes, actual costs, organizational policy rates)
- The source for each line: grant funds, organizational match, other grants, or earned revenue
- The funder's RFP budget requirements, including any restricted or allowable cost rules
- Confirm the budget does not include identifiable salary or personal financial data, or that your AI tool is approved under your organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Recalculate every line in the narrative against the budget table and the calculation notes to confirm they match
- Verify fringe benefit rates and indirect cost rates against the organization's approved rates or documented calculation
- Check that the grant-funded portion and other-source portion add up correctly for each line and in total
- Confirm no salary figures appear that were not in the budget table the grant writer provided
- Resolve all [CALCULATION NOTE NEEDED] and [FUNDER RESTRICTION CHECK NEEDED] flags before submission
- Check that personnel percentages of time add up to a plausible allocation given the project scope
- Verify the narrative does not describe any costs as allowable or unallowable without checking the funder's actual guidelines
Sample output
Sample output. Generated by AI from sample inputs:
Budget Narrative
Riverside Youth Coalition - After-School Literacy Program
Hartfield Foundation Community Learning Grant
Project Period: September 1, 2026 to August 31, 2027
Personnel
Program Director (0.25 FTE): $17,500
The Program Director will devote 25% of her time to this project, overseeing curriculum implementation, supervising site coordinators, managing the evaluation plan, and preparing funder reports. The annual salary of $70,000 reflects the current organizational salary schedule for this position. The Hartfield Foundation grant funds 100% of this allocation.
Site Coordinators (2.0 FTE, 2 positions at 1.0 FTE each): $88,000
Two full-time Site Coordinators will staff the program's two after-school locations, delivering daily literacy instruction and managing student attendance. Each position carries an annual salary of $44,000 per the organizational salary schedule. Both positions are funded 100% by this grant.
Fringe Benefits (28% of personnel): $29,540
Fringe benefits are calculated at 28% of salary costs, reflecting the organization's actual fringe rate for full-time positions, which includes FICA, health insurance, and retirement contributions. Documentation of the fringe rate is available upon request.
Non-Personnel
Curriculum Materials: $6,200
Literacy curriculum workbooks and supplemental materials for approximately 80 enrolled students at two sites. Unit cost of $77.50 per student is based on the publisher's current catalog price and a quote received in May 2026. Grant-funded 100%.
Indirect Costs (10% of direct costs): $14,124
Indirect costs are calculated at 10% of direct costs per the organization's current negotiated indirect cost rate agreement with the County Department of Education.
CUSTOMIZATION Federal grants often require fringe benefit rates to be documented and negotiated. For federal proposals, include the source of the rate in the cost calculation notes. If the funder has a cap on indirect costs or does not allow them, flag that before running the prompt. For multi-year grants, structure the budget table by year and note the year in the task field so the narrative organizes accordingly.
Interim Grant Report
OPEN SAMPLE Drafts an interim grant report by comparing your program data against the funded objectives and milestones. Reach for it when a funder requires a mid-grant check-in and you need a clean first draft fast.
FUNDER NAME ·ORG NAME ·PROJECT NAME ·GRANT START DATE ·GRANT END DATE ·FUNDED OBJECTIVES AND MILESTONES ·PROGRAM DATA AND ACTIVITIES ·BUDGET AND SPENDING DATA ·REPORTING PERIOD
## Context
You are helping a nonprofit grant writer draft an interim report to [FUNDER NAME]. The organization is [ORG NAME], and the grant covers [PROJECT NAME]. The grant period runs from [GRANT START DATE] to [GRANT END DATE]. The funded objectives and milestones as written in the award letter or grant agreement:
[FUNDED OBJECTIVES AND MILESTONES]
Program data and activities completed so far:
[PROGRAM DATA AND ACTIVITIES]
Budget information, including amount spent to date:
[BUDGET AND SPENDING DATA]
The reporting period covered by this interim report: [REPORTING PERIOD].
## Task
Draft an interim grant report addressed to [FUNDER NAME]. For each funded objective, state progress made during the reporting period. Reference specific numbers and activities from [PROGRAM DATA AND ACTIVITIES]. For any objective behind schedule, explain what happened and the adjusted plan. Include a brief financial summary comparing budgeted to actual spending from [BUDGET AND SPENDING DATA]. Close with a forward-looking paragraph on remaining work through the end of the grant period.
## Standards
- Use only figures and outcomes from the data I supplied. Do not invent participant counts, dollar amounts, program outcomes, or funder details.
- If a milestone is not yet met, say so plainly. Do not soften it into language that implies it is complete.
- Tone is professional and direct. Avoid jargon, program buzzwords, and vague claims like "significant impact."
- Match the funder's reporting format if I have provided a template or instructions; otherwise use section headers that mirror the funded objectives.
- Length: 400 to 700 words for the narrative, plus the financial summary table.
- Do not make promises about future outcomes. State plans, not guarantees.
- If a specific named input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- The original grant award letter or agreement showing funded objectives and milestones
- Program data for the reporting period: participant counts, service units, activities completed, and any outcome data collected
- Budget vs. actual spending report for the period, tied to the grant budget line items
- The funder's interim report template or instructions, if one was provided
- Any funder communications about how to handle delays or changes to the project
- Confidentiality: strip beneficiary names and personal data before pasting program data, or confirm your AI tool is approved under your organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Every participant count, service figure, and dollar amount in the draft must match the data you supplied. AI will not invent numbers here, but verify each figure is transcribed correctly.
- Check that no program outcomes are described as achieved unless your data confirms them.
- Confirm the budget figures in the financial summary tie exactly to your accounting records, not to the AI's summary of what you pasted.
- Check that delays or unmet milestones are disclosed clearly, not buried or softened.
- Verify the funder name, grant name, and reporting period are correct throughout the draft.
- If the funder provided a required format or template, check that the draft follows it section by section.
- Do not send the report until a program staff member confirms the activity descriptions match what actually happened.
Sample output
Sample output. Generated by AI from sample inputs:
Interim Grant Report
Organization: Riverside Youth Coalition
Funder: Hartfield Foundation
Grant: After-School STEM Expansion Project
Reporting Period: January 1 through June 30, 2025
Progress on Funded Objectives
Objective 1: Enroll 120 students in after-school STEM programming by June 30, 2025.
Progress: As of June 30, 120 students are enrolled across three school sites. Riverside enrolled 48 students at Lincoln Middle School, 39 at Franklin Elementary, and 33 at Cedar Park Elementary. Enrollment reached the target two weeks ahead of schedule.
Objective 2: Deliver 600 hours of STEM instruction during the grant period.
Progress: The program delivered 487 instructional hours during the reporting period. This is 81 percent of the annual target. Delivery fell short of the mid-year milestone of 300 hours due to two site closures in February from weather. The team recovered 61 hours through extended spring sessions. The program is on pace to meet the 600-hour target by December.
Objective 3: Train 8 STEM instructors using the Project Lead the Way curriculum.
Progress: Six instructors completed certification training in March. The remaining two are registered for the July cohort and will complete certification before the fall session begins.
Financial Summary
| Budget Line | Budgeted | Spent to Date | Remaining |
|---|---|---|---|
| Personnel | $42,000 | $21,400 | $20,600 |
| Curriculum Materials | $8,500 | $7,940 | $560 |
| Instructor Training | $4,200 | $3,600 | $600 |
| Site Costs | $6,000 | $2,850 | $3,150 |
| Total | $60,700 | $35,790 | $24,910 |
Spending is on track with the grant budget. Curriculum materials came in slightly higher than projected due to a price increase; the overage was covered by a small underspend in site costs.
Looking Ahead
For the second half of the grant period, Riverside Youth Coalition will complete instructor certification, launch the fall STEM sessions at all three sites, and collect end-of-year outcome data from students and families. We expect to meet all funded objectives by the grant end date of December 31, 2025.
CUSTOMIZATION If the funder requires a specific form or online portal, use this prompt to draft the narrative sections and then paste them into the portal manually. For grants with many objectives, paste each objective set separately so the AI can go deeper on each one rather than skimming all of them. Small organizations with limited data should note gaps plainly in the Context block so the draft reflects what is actually known.
Beneficiary Story of Impact
OPEN SAMPLE Turns interview notes or program staff observations into an ethical, consent-aware impact story for funder reports or donor communications. Use it when you have real notes from a participant interaction and need a clean, readable story that protects the individual.
ORG NAME ·INTENDED USE ·PROGRAM NAME ·INTERVIEW OR OBSERVATION NOTES ·CONSENT STATUS ·DETAILS TO CHANGE ·ORG CONTEXT ·TARGET LENGTH
## Context
You are helping [ORG NAME] write a beneficiary impact story for use in [INTENDED USE] (for example: a funder report, a donor newsletter, or a social media post). The program is [PROGRAM NAME].
Interview notes or staff observations to draw from:
[INTERVIEW OR OBSERVATION NOTES]
Consent status: [CONSENT STATUS] (for example: "Full consent on file, real name approved" or "Consent on file, name and identifying details must be changed" or "No consent; use a composite example only")
Any details that must be changed to protect identity: [DETAILS TO CHANGE]
Organizational context to weave in if relevant:
[ORG CONTEXT]
## Task
Write a beneficiary impact story of [TARGET LENGTH] words. Draw the story from [INTERVIEW OR OBSERVATION NOTES]. Follow the consent status in [CONSENT STATUS] exactly. If identifying details must be changed, change them as specified in [DETAILS TO CHANGE] and note at the end of the draft which details were changed. If consent is absent, produce a composite example that is clearly labeled as illustrative.
## Standards
- Do not invent quotes, feelings, or experiences not present in the notes. Paraphrase notes; do not fabricate.
- If the notes are thin, write a shorter story that is fully grounded in what was supplied rather than padding it.
- The story must center the individual's own perspective and agency, not the organization's role.
- Do not use language that frames the person as a victim or passive recipient. Describe what they did, decided, and experienced.
- Avoid program jargon. Write for a general reader.
- At the end of the draft, include a one-line note confirming which consent status was applied and what (if anything) was changed.
- If a specific named input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- Interview notes or staff observation notes with enough detail to build a story: what the person experienced, what changed, and any direct quotes if available
- Confirmed consent status: what has been signed, what is permitted, and what must be changed or omitted
- A list of any identifying details that must be changed (name, location, specific employer, etc.)
- The intended use and audience, which affects appropriate length and tone
- Internal approval: confirm a program supervisor has reviewed the notes for accuracy before you paste them
- Confidentiality: this data is personally sensitive. Confirm your AI tool is approved under your organization's data policy before pasting any interview notes.
VERIFY BEFORE IT LEAVES YOUR HANDS
- Read every quote or paraphrase in the story against the source notes. AI can shift tone or add detail not present in the original.
- Confirm the consent status was applied correctly: names changed if required, composite labeled if needed.
- Check that the story does not disclose any identifying detail that was supposed to be changed.
- Have the program staff member who conducted the interview review the draft for accuracy.
- If real name is used, confirm the participant has a copy of the consent form on file and was informed of this specific use.
- Check that the organization is not the hero of the story. The participant should be.
- Confirm the story length and tone match the intended use.
Sample output
Sample output. Generated by AI from sample inputs:
Note: The following story uses a changed first name and omits the participant's employer per consent on file. All other details reflect the interview notes as supplied.
When Maria came to the Riverside Youth Coalition's adult job-readiness program in September, she had been out of the workforce for three years. She had taken time off to care for a parent and was not sure where to start. "I did not know what skills I still had," she said during her intake interview. "Everything felt out of date."
Over eight weeks, Maria attended weekly resume workshops and two mock interview sessions. She told her case manager she was nervous about explaining the gap in her work history, so they practiced that conversation until it felt natural. She applied to four positions in October.
She accepted a full-time offer in early November.
What she mentions most when she talks about the program is not the resume help. It is having somewhere to go on Tuesday mornings. "It kept me in a routine," she said. "That mattered more than I expected."
Consent note: Name changed from original. Employer omitted. All other details from interview notes dated October 14, 2024.
CUSTOMIZATION For social media posts, ask for a 100-word version in the Target Length field and include the intended platform in Intended Use so the tone can shift accordingly. For funder reports with specific format requirements, include the funder's guidance in the Org Context block. Organizations that do not conduct formal interviews can use observation notes from program staff, but should be conservative about attributing specific feelings or motivations to participants they did not directly interview.
Annual Appeal Letter
OPEN SAMPLE Drafts a year-end or annual appeal letter to individual donors. Use it for your biggest fundraising mailing of the year, whether that is a printed letter, a PDF, or the body of a long-form email.
ORGANIZATION NAME ·MISSION IN ONE SENTENCE ·AUDIENCE DESCRIPTION ·CAMPAIGN NAME OR PURPOSE ·SIGNER NAME AND TITLE ·TARGET LENGTH ·STORY OR SCENE ·KEY PROGRAM FACTS ·ASK AMOUNTS OR RANGE ·USE OF FUNDS ·PROGRAM OUTCOMES PROVIDED ·GIVING INSTRUCTIONS ·DEADLINE OR MATCH DETAILS
## Context
You are helping a development staff member at [ORGANIZATION NAME], a nonprofit that [MISSION IN ONE SENTENCE]. The letter will go to [AUDIENCE DESCRIPTION: e.g., current donors who gave last year, lapsed donors who have not given in two years]. The appeal is for [CAMPAIGN NAME OR PURPOSE: e.g., the 2026 Annual Fund, the Holiday Appeal]. The letter will be signed by [SIGNER NAME AND TITLE].
## Task
Draft a donor appeal letter of approximately [TARGET LENGTH: e.g., one page, 400 words] that includes:
- An opening story or scene that puts the reader inside the work: [STORY OR SCENE: describe a real program moment, client outcome, or concrete image in two to four sentences].
- A clear statement of what the organization does and who it serves, grounded in [KEY PROGRAM FACTS].
- The specific ask: a gift of [ASK AMOUNTS OR RANGE] to support [USE OF FUNDS].
- One or two proof points drawn only from [PROGRAM OUTCOMES PROVIDED].
- A clear call to action naming how to give: [GIVING INSTRUCTIONS: e.g., return the reply card, give online at the URL].
- A P.S. line restating the deadline or matching opportunity if one exists: [DEADLINE OR MATCH DETAILS].
## Standards
- Write to one person, not a crowd. Use "you" throughout.
- The opening must be concrete and human, not a statistics dump.
- All impact figures, program outcomes, and dollar figures must come from [PROGRAM OUTCOMES PROVIDED]. Do not invent statistics, client counts, dollar figures, or program results.
- Do not name specific funders, grants, or restricted funds unless I provided them.
- No hype words: life-changing, transformative, urgent crisis, powerful, incredible, remarkable.
- The letter must close with a specific action the reader can take today, not a vague invitation to consider giving.
- If the story, ask amount, giving instructions, or program outcomes are missing or unclear, ask me before drafting.
BEFORE YOU RUN IT
- A real story or scene from your program, written in plain notes, even rough ones
- Outcome figures you can source: from your annual report, program data, or board-approved statistics only
- The specific ask amount or range and what the gift funds
- Giving instructions: the URL, reply card instructions, or mailing address
- Deadline or matching gift details if any exist
- Confidentiality: strip beneficiary names, ages, and identifying details from your story, or confirm your AI tool is approved under your organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Every statistic and outcome figure in the letter matches a source you can point to. Delete anything the AI added that you did not supply.
- No funders, grant programs, or restricted fund names appear unless you provided them
- The ask amount and giving instructions are correct and match your current campaign setup
- The story uses a composite or anonymized subject if it involves a real beneficiary. Confirm your communications policy allows the framing used.
- No outcome is stated as a promise or guarantee of future results
- The P.S. line, if present, matches your actual deadline or matching gift terms exactly
- Read the letter aloud. Cut anything that sounds like nonprofit marketing boilerplate.
Sample output
Sample output. Generated by AI from sample inputs:
Dear Margaret,
Last March, a father named David walked into the Riverside Youth Coalition's after-school center with his nine-year-old daughter, Lily. She had not been to school in three weeks. He did not know where else to go.
Our staff sat with both of them for two hours that afternoon. Lily started our tutoring program the following Monday. By June she had caught up to grade level in reading.
That is what your gift makes possible.
The Riverside Youth Coalition runs after-school and summer programs for children in the Eastside neighborhood, where more than 60 percent of kids qualify for free or reduced lunch. Last year our programs served 312 children. Eighty-one percent of students who completed our full-year tutoring track improved at least one grade level in reading or math, based on teacher assessments.
We are asking you to make a gift of $100, $250, or whatever you can manage before December 31. Every dollar goes directly to program staff and materials. Nothing fancy. Just people showing up for kids.
To give online, visit riversidesyouth.org/give. To mail a check, use the enclosed reply envelope.
Thank you for being in our corner.
With gratitude,
Sandra Webb
Executive Director, Riverside Youth Coalition
P.S. Gifts received by December 31 will be matched dollar for dollar by an anonymous donor, up to $10,000. Your $100 becomes $200 if it arrives by the deadline.
CUSTOMIZATION For a printed letter, keep it to one page with a reply card. For a long-form email, the same structure works but shorten the body by 30 percent and make the call-to-action button the primary ask. If your audience segment is lapsed donors, add one sentence in the second paragraph acknowledging their past support. For smaller organizations without outcome data, the story carries more weight; put it in the first three paragraphs and keep statistics to a minimum.
Major Donor Briefing
OPEN SAMPLE Builds a one-page briefing document on a major donor before a cultivation or solicitation meeting. Use it to prepare a board member, executive director, or development officer so they walk in informed and ready.
ORGANIZATION NAME ·DONOR NAME OR INITIALS ·MEETING DATE ·MEETING PURPOSE ·ATTENDEE NAME AND ROLE ·DONOR HISTORY AND RELATIONSHIP ·PROGRAM HIGHLIGHTS AND FACTS ·MEETING LOGISTICS ·RELATIONSHIP NOTES
## Context
You are helping a development staff member at [ORGANIZATION NAME] prepare for a meeting with [DONOR NAME OR INITIALS]. The meeting is on [MEETING DATE] and the purpose is [MEETING PURPOSE: e.g., cultivation, initial ask, stewardship after a recent major gift]. The person attending from the organization is [ATTENDEE NAME AND ROLE].
## Task
Draft a one-page major donor briefing document using only the information I provide below. Structure it in these sections:
- Donor Overview: giving history, connection to the organization, and any known interests, drawn from [DONOR HISTORY AND RELATIONSHIP].
- Meeting Purpose and Goal: what we want from this meeting, drawn from [MEETING PURPOSE].
- Key Points to Make: two or three things about the organization's work most relevant to this donor, from [PROGRAM HIGHLIGHTS AND FACTS].
- Questions to Ask: three to five open questions that will advance the relationship and surface the donor's interests.
- Logistics: date, time, location, and who is attending from each side, from [MEETING LOGISTICS].
- Notes on Approach: one or two sentences on tone, pacing, or relationship dynamics based on [RELATIONSHIP NOTES].
## Standards
- Under one page, approximately 400 words.
- Use only the donor history, program facts, and relationship notes I supply. Do not invent giving amounts, prior conversations, donor interests, wealth estimates, or program results.
- Do not fabricate a connection between the donor and any specific funder, program, or board member unless I stated it.
- Treat the donor's personal and financial information with discretion. The briefing is for internal use only.
- If key fields above are missing or vague, ask before drafting.
BEFORE YOU RUN IT
- Giving history from your donor database, including dates and amounts, not from memory
- Notes from prior conversations or touchpoints, from your CRM or call logs
- The meeting purpose and what outcome you want from this specific conversation
- Two to three program highlights directly relevant to this donor's known interests
- Confidentiality: donor records contain personal and financial data. Use initials or a code name if pasting into an AI tool, or confirm the tool is approved under your organization's data policy before including real names and amounts
VERIFY BEFORE IT LEAVES YOUR HANDS
- Every giving figure in the briefing matches your donor database record. Verify digit by digit.
- No giving amounts, wealth estimates, or giving capacity figures appear that you did not supply
- No prior conversations are referenced that you did not describe in your input
- Program outcome figures match your verified program data, not AI-generated approximations
- The suggested questions are open-ended and do not assume answers or commitments the donor has not made
- The briefing contains no information that would embarrass your organization if the donor saw it
- Confirm the meeting logistics: date, time, and location are correct
Sample output
Sample output. Generated by AI from sample inputs:
MAJOR DONOR BRIEFING
For internal use only
Donor: M.R.
Meeting: June 18, 2026, 10:00 a.m., Hartfield Foundation offices
From our side: Sandra Webb, Executive Director
Donor Overview
M.R. has given to Riverside Youth Coalition for four consecutive years. Total giving: $22,500. Most recent gift: $8,000 in November 2025, designated to the after-school tutoring program. First connected to the organization through a board member introduction in 2022. Known interests based on prior conversations: literacy, workforce outcomes for young people, and neighborhood-level data.
Meeting Purpose and Goal
Cultivation meeting ahead of a potential major gift ask later this year. Goal for this meeting: deepen the relationship, understand M.R.'s priorities for the coming year, and share the outcome data from the tutoring program's 2025-2026 cohort.
Key Points to Make
1. The tutoring program served 312 students last year. Eighty-one percent improved at least one grade level in reading or math based on teacher assessments.
2. We are planning to expand the program to a second site in fall 2026, pending funding.
3. We now track six-month outcomes for students who age out of the program.
Questions to Ask
1. What does success look like to you when you give to an education program?
2. Are there other organizations doing this work you have found compelling?
3. How are you thinking about your giving priorities for the rest of 2026?
4. Would seeing the program in action be useful to you, or do you prefer to go off the data?
Logistics
Date: June 18, 2026. Time: 10:00 a.m. Location: Hartfield Foundation, 400 Commerce St, Suite 1200. Parking validated in the building garage.
Notes on Approach
M.R. is direct and data-oriented. Lead with the outcome numbers before the story. Allow silence after the questions. This is not an ask meeting.
CUSTOMIZATION For a solicitation meeting (as opposed to cultivation), add an Ask Recommendation section stating the specific amount and project, with a one-sentence rationale drawn from the donor's history. If you are preparing a board member rather than a staff member, add a one-paragraph role-of-the-board-member note explaining what they should and should not say about the gift. Update the briefing within 24 hours of the meeting with notes on what was said.
Board Report, Program Update
OPEN SAMPLE Drafts a board-ready program update from staff notes or program data. Use it before any board meeting when a program director needs to get findings off their desk and in front of trustees in plain language.
ORGANIZATION NAME ·POPULATION OR MISSION AREA ·PROGRAM NAME ·REPORTING PERIOD ·PROGRAM DATA AND NOTES ·FUNDER OR GRANT CONTEXT
## Context
You are drafting a board program update for [ORGANIZATION NAME], a nonprofit serving [POPULATION OR MISSION AREA]. The report goes to the full board, which includes members who are not program experts. The program being reported on is [PROGRAM NAME]. The board expects useful information, not a press release.
## Task
Write a board-ready program update for [REPORTING PERIOD] using the inputs below.
Program data and staff notes:
[PROGRAM DATA AND NOTES]
Current funder or grant context (if any):
[FUNDER OR GRANT CONTEXT]
Cover these four areas in order:
1. What the program did this period. Participant numbers, services delivered, key activities. State only what the data shows.
2. Progress against stated goals for the period. If a goal was missed, say so plainly and give the known reason.
3. One challenge the board should know about. What it is, how staff is addressing it, and what (if any) decision the board needs to make.
4. The plan for next period. Two or three concrete next steps with responsible staff named.
## Standards
- 300 to 400 words. Use short paragraphs under the four section headers.
- Report numbers and facts from the data provided. Do not invent participant counts, outcomes, program milestones, or funder requirements.
- State missed goals plainly. Do not soften failures into jargon or spin them as learning opportunities unless the notes say that.
- Tone is professional and direct. Trustees volunteer their time; respect it.
- If the report references a grant, use only funder requirements and deadlines drawn from the funder context provided, not assumed.
- Do not include donor names, beneficiary names, or personal participant information in this document.
If specific data is missing or a named input is unclear, ask before drafting.
BEFORE YOU RUN IT
- Program data for the period: participant counts, services delivered, and any tracked outcomes from your database or MIS
- Staff notes on what went well, what did not, and any challenges in progress
- Current grant or funder requirements affecting this program, if any (pull from the award letter or grant agreement, not memory)
- Goals that were set for this period so the update can measure progress against them
- Strip all beneficiary names, personal information, and identifying case details before pasting, or confirm your AI tool is approved under your organization's data policy
- Confirm who will review and edit before this goes to the full board
VERIFY BEFORE IT LEAVES YOUR HANDS
- Check every participant count and program statistic against your database or tracking spreadsheet; do not let AI-generated figures go to the board unchecked
- Verify that no outcome or impact claim appears in the report that is not directly supported by the data you provided
- Confirm any funder requirements or deadlines mentioned match the actual grant agreement, not what the AI assumed
- Check that missed goals are described accurately and that the reason given matches what staff reported
- Confirm no beneficiary names, personal data, or identifying details appear anywhere in the document
- Read the challenge section: does the board have everything they need to make any decision requested, or is something missing?
Sample output
Sample output. Generated by AI from sample inputs:
**Program Update: Youth Workforce Readiness Program**
Riverside Youth Coalition | Q1 2026 Board Report
**What the program did this quarter**
The Youth Workforce Readiness Program served 47 participants in Q1, against a target of 50. We delivered 312 hours of job-readiness training across six cohorts and placed 18 participants in paid internships with eight employer partners. Eight participants completed the full 10-week sequence and received certificates.
**Progress against goals**
Internship placement (goal: 20, actual: 18) came in just under target. The shortfall traces to one employer partner reducing capacity mid-quarter due to a hiring freeze. Certificate completions (goal: 8, actual: 8) hit target. Enrollment (goal: 50, actual: 47) was three short; the January cohort had late cancellations.
**Challenge for board awareness**
The Greenfield Workforce Center, which has referred roughly 30% of our participants over the past year, is pausing referrals while it reorganizes internally. Staff has identified two alternative referral partners and is in early conversations. No board action is needed at this time, but the board should know this gap exists and that Q2 enrollment numbers may soften if new partnerships are not confirmed by April 15.
**Plan for next period**
Director of Programs Maria Chen will finalize agreements with two new referral partners by April 15. Staff will open Q2 enrollment by April 1 to give additional lead time. Program Coordinator Devon Ruiz will survey Q1 employer partners on continued capacity for summer internships by March 28.
**Customization notes**
This report went to the full board. For an executive committee or program committee, the challenge section can go deeper and include financial detail. For programs tied to government contracts, add a compliance status line below the goals section.
CUSTOMIZATION For programs tied to government grants or contracts, add a compliance status field and instruct the AI to pull required reporting language from the award document you paste in. For smaller organizations where one person runs all programs, combine the responsible-staff notes into a single line. If the board gets this report monthly rather than quarterly, trim the word count target to 200 words and tighten each section to one or two sentences.
Annual Fundraising Plan Summary
OPEN SAMPLE Summarizes the annual fundraising plan into a concise board-ready document for approval or discussion. Use it when the development team has a working plan and needs to present it clearly to the full board.
ORGANIZATION NAME ·FISCAL YEAR ·REVENUE STREAMS ·TOTAL GOAL ·QUARTERLY ACTIVITIES ·CAPACITY NOTES ·RISKS
## Context
You are helping the development staff at [ORGANIZATION NAME] prepare a summary of the [FISCAL YEAR] annual fundraising plan for board review. The plan covers these revenue streams: [REVENUE STREAMS: e.g., individual donors, foundation grants, events, earned revenue]. Total fundraising goal: [TOTAL GOAL]. Key activities by quarter: [QUARTERLY ACTIVITIES]. Staffing or capacity assumptions: [CAPACITY NOTES]. Any risks or dependencies: [RISKS].
## Task
Write a one-to-two page board summary of the fundraising plan. Include: the total goal and how it breaks down by revenue stream, the key activities planned by quarter, any significant assumptions or risks the board should be aware of, and what board members are being asked to do (introductions, event attendance, personal gifts, committee participation).
## Standards
- Written for board members, not development staff. Avoid fundraising jargon. Define any term that is not plain English.
- All revenue figures must come from the plan data I provide. Do not invent totals, projections, or percentage breakdowns.
- State assumptions as assumptions, not as facts. If a grant projection depends on a renewal, say so.
- Do not invent funders, donor segments, or program outcomes.
- The ask to the board must match what I specify. Do not add commitments or expectations I did not include.
- If the total goal or the quarterly activities are missing, ask me before drafting.
BEFORE YOU RUN IT
- The full fundraising plan or a detailed outline, with revenue stream breakdowns
- Total goal and per-stream targets, pulled from the plan document (not from memory)
- Key activities and their quarters, confirmed with the development team
- What you are asking the board to do specifically, as agreed internally before the meeting
- Confidentiality: strip or anonymize donor names and grant amounts tied to pending decisions; confirm your AI tool is approved under your organization's data policy
- Check the funder list: do not include any funder by name unless the relationship is confirmed and the executive director has approved disclosure to the full board
VERIFY BEFORE IT LEAVES YOUR HANDS
- All dollar figures tie to the plan document you supplied, not to AI-generated estimates
- Grant projections that depend on renewals or new relationships are labeled as projections, not secured income
- No funder names appear that you did not explicitly provide
- The board ask is exactly what you specified, nothing added
- Assumptions and risks are stated plainly, not buried or softened
- Revenue stream percentages add up to 100 percent of the stated total
- No program outcome claims appear that are not supported by past results you supplied
Sample output
Sample output. Generated by AI from sample inputs:
FY2027 Annual Fundraising Plan Summary
Riverside Youth Coalition | Board of Directors
For approval at the June board meeting
Overall Goal: $420,000
Revenue Breakdown
- Individual donors: $160,000 (38%) | This includes an annual appeal in November, a year-end giving campaign, and a mid-year major donor outreach to 40 households giving $1,000 or more.
- Foundation grants: $190,000 (45%) | Three renewals from current funders account for $140,000. The remaining $50,000 depends on two new grant applications submitted in March. Both are pending.
- Spring gala: $50,000 (12%) | Net of estimated expenses. This assumes 200 attendees at $150 per ticket plus sponsorships.
- Other (corporate and in-kind): $20,000 (5%)
Quarterly Activity Summary
- Q1 (Jul-Sep): Submit two new grant applications; launch major donor stewardship calls.
- Q2 (Oct-Dec): Annual appeal and year-end campaign; gala planning begins.
- Q3 (Jan-Mar): Gala (March 15); submit grant renewal reports.
- Q4 (Apr-Jun): Mid-year donor review; begin FY2028 planning.
Key Risks
- $50,000 in new grant revenue is not secured. If neither application succeeds, the plan has a $50,000 gap.
- Gala net revenue depends on 12 table sponsors at $2,500 each. As of this writing, four are confirmed.
What We Are Asking the Board to Do
- Attend the gala and bring one guest.
- Each board member with a relationship to a potential table sponsor: make an introduction to the development director by October 15.
- Board members are asked to make their personal annual gift by December 31.
CUSTOMIZATION If your board receives a detailed plan workbook separately, this summary works as the cover memo. For organizations with a give/get policy, insert the exact expectation in the board ask section. Adapt the revenue stream list to match your actual mix. If you are presenting a revised plan mid-year, add a variance section showing where you are versus original projections.
Capacity-Building Funding Request
OPEN SAMPLE Drafts a grant request for a capacity-building project, including a case for funding staff training or AI skills. Reach for it when a funder has a capacity-building program or when you need to frame internal improvements as fundable.
ORGANIZATION NAME ·POPULATION OR MISSION AREA ·FUNDER NAME ·FUNDER PRIORITIES ·REQUESTED AMOUNT ·CAPACITY PROJECT DESCRIPTION ·IDENTIFIED GAPS
## Context
You are drafting a capacity-building grant request for [ORGANIZATION NAME], a nonprofit serving [POPULATION OR MISSION AREA]. The funder is [FUNDER NAME], whose capacity-building priorities are [FUNDER PRIORITIES]. The organization is seeking [REQUESTED AMOUNT] to fund [CAPACITY PROJECT DESCRIPTION]. Staff have identified the following gaps or needs: [IDENTIFIED GAPS]. The grant writer will review and sign off on all claims.
## Task
Write a capacity-building grant request that covers the following, in this order:
1. The organizational need: what gap or limitation this project addresses and why it matters now.
2. The proposed project: what will be done, by whom, and on what timeline.
3. How the project builds long-term organizational health, not just short-term output.
4. If staff training or AI skills are included, explain how those skills strengthen the organization's mission delivery.
5. Expected outcomes in measurable terms, using only data and commitments the organization can stand behind.
6. A brief note on sustainability: how the capacity gained will be maintained after the grant ends.
## Standards
- 600 to 900 words unless the funder's guidelines specify otherwise.
- Plain language. No jargon the funder's program officer would have to look up.
- All dollar figures, timelines, and program claims must come from the inputs provided. Do not invent numbers, statistics, or expected outcomes.
- Do not mention funders other than [FUNDER NAME] unless the organization provided them as co-funders.
- Do not promise outcomes the organization has not committed to.
- Tone: direct and confident, not pleading.
- If any bracketed input is missing or ambiguous, ask before drafting the relevant section.
BEFORE YOU RUN IT
- Funder's RFP or capacity-building guidelines, including any page limits, required sections, or ineligible activities
- A clear description of the capacity project: what will be purchased, built, or trained, and by when
- Documented evidence of the organizational gap (staff survey results, turnover data, system failure records, or similar)
- Budget draft or cost breakdown for the requested amount, tied to the project description
- Any outcomes or metrics the organization has already committed to track
- Confirm that no beneficiary names, donor data, or personal staff information is included, or that your AI tool is approved under the organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm every dollar figure in the narrative matches the budget draft exactly; do not let AI-generated estimates stand
- Check that no external statistics, sector benchmarks, or research citations appeared that you did not supply; if they did, verify or remove them
- Verify that the capacity project description matches what the organization actually plans to do, not an idealized version
- Check that outcomes are stated as goals or intended results, not as guaranteed deliverables
- Confirm the funder's priorities as listed match their current RFP, not a prior grant cycle
- Read for any invented program history or organizational accomplishments not drawn from your inputs
- If AI skills or technology training is included, confirm the description is accurate to what staff will actually receive
Sample output
Sample output. Generated by AI from sample inputs:
**Capacity-Building Grant Request**
Riverside Youth Coalition | Hartfield Foundation Organizational Capacity Program
Requested Amount: $48,000
**Organizational Need**
Riverside Youth Coalition has served youth ages 12 to 18 in the Eastside corridor for eleven years. In that time, our case management caseload has grown from 40 to 214 active participants, while our administrative infrastructure has not kept pace. Our program staff currently manage client records in three disconnected spreadsheets, with no shared intake system and no reliable way to track outcomes across programs. In our most recent staff survey, 78% of program staff reported spending more than five hours per week on administrative tasks that a unified system would automate. That time comes directly from direct service.
This gap is not a new problem. It is an old problem we can now afford to solve. The Hartfield Foundation's capacity-building program is the right vehicle.
**Proposed Project**
We are requesting $48,000 to implement a unified client management system and provide training for all program staff on its use, including two days of AI-assisted reporting skills to reduce the time staff spend on documentation.
Timeline:
- Months 1 to 2: Vendor selection and contract execution
- Months 3 to 4: System configuration and data migration from existing spreadsheets
- Month 5: Staff training (all 12 program staff, two cohorts)
- Month 6: Live operation and 30-day troubleshooting period
**Why This Builds Long-Term Capacity**
A unified system means new staff can be onboarded in days rather than weeks. It means program directors can generate outcome reports for funders without a week of manual data work. It means we stop losing institutional knowledge every time a case manager leaves. The AI documentation training gives staff a practical skill that reduces burnout from paperwork, which has been cited in exit interviews as a contributing factor to turnover.
**Expected Outcomes**
By the end of the grant period, we expect to reduce average administrative time per case manager by three hours per week (tracked via time logs), achieve 100% staff adoption of the new system, and produce our first unified annual outcomes report with data from all three programs in one document.
**Sustainability**
The annual software subscription cost is $6,200. We have included this in our FY2027 operating budget request and have a verbal commitment from our board's finance committee to fund it as a line item. The training skills remain with staff permanently.
CUSTOMIZATION Adjust the tone and framing based on the funder type. A community foundation wants to hear about local impact and organizational roots. A national funder focused on sector leadership wants to hear about replication potential or field contribution. For small organizations requesting under $10,000, shorten the timeline and sustainability sections significantly. If the funder explicitly funds AI or technology skills, move that section higher and expand it.
Professional Development Plan
OPEN SAMPLE Builds a staff professional development plan suitable for inclusion in a capacity grant application. Use it when a funder wants to see a structured plan before funding staff training.
ORGANIZATION NAME ·POPULATION OR MISSION AREA ·FUNDER NAME ·STAFF ROLES AND COUNT ·DEVELOPMENT NEEDS ·TRAINING OPTIONS CONSIDERED ·TRAINING BUDGET ·IMPLEMENTATION TIMELINE
## Context
You are drafting a professional development plan for [ORGANIZATION NAME], a nonprofit serving [POPULATION OR MISSION AREA]. The plan is being prepared for a capacity grant application to [FUNDER NAME]. Staff being covered by the plan: [STAFF ROLES AND COUNT]. The development needs identified: [DEVELOPMENT NEEDS]. Training options the organization has researched: [TRAINING OPTIONS CONSIDERED]. Budget available or requested: [TRAINING BUDGET]. Timeline for implementation: [IMPLEMENTATION TIMELINE].
## Task
Write a professional development plan that covers:
1. The development needs and how they were identified. Connect needs to mission delivery.
2. The staff roles involved and why those roles are prioritized.
3. For each development need: the training approach, provider or resource, format, hours, and estimated cost.
4. How the organization will support staff in applying what they learn, not just completing the training.
5. How success will be measured at 6 months and at 12 months.
6. A contingency note: what happens if a training option becomes unavailable or a staff member leaves before completing the plan.
## Standards
- 500 to 700 words. Use a structured format with labeled sections.
- All training options and costs must come from the organization's own research, not AI estimates. If a cost is an estimate, label it as such.
- Do not promise staff retention. Staff leave; plans should anticipate it.
- Connect every training to a specific organizational need. Generic professional development is not fundable.
- Tone: organized and practical. This is a planning document, not a proposal narrative.
- If any bracketed input is missing or ambiguous, ask before drafting.
BEFORE YOU RUN IT
- A documented list of development needs, from staff surveys, performance conversations, or program reviews
- Research on specific training options: provider names, formats, costs, and availability
- The staff roles and number of people in each role who will participate
- A budget breakdown that ties training options to costs
- A realistic timeline that accounts for program schedules, seasonal demands, and staff availability
- Confirm no personal staff data or performance evaluations are included, or that your AI tool is approved under the organization's data policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Confirm every training option cited is one the organization has actually researched, with a real provider and real cost
- Check that the connection between each training and a specific organizational need is explicit and accurate
- Verify the budget total matches the sum of individual training costs
- Confirm the success measures are ones the organization can actually track
- Check that no AI-generated statistics about training effectiveness or professional development outcomes were added
- Verify the contingency note reflects a real plan, not boilerplate language about being flexible
Sample output
Sample output. Generated by AI from sample inputs:
**Professional Development Plan**
Riverside Youth Coalition | Capacity Grant Application to the Hartfield Foundation
**Identified Development Needs**
In our February 2025 staff survey, 9 of 12 program staff identified data entry and reporting as their highest source of administrative burden. Staff report spending 4 to 6 hours per week entering data into systems that do not communicate with each other. Two staff also identified trauma-informed care as a skill gap, citing the increasing complexity of youth they serve. Both needs were confirmed in program director review sessions.
**Staff Covered**
This plan covers 10 staff members: 8 program coordinators and 2 lead case managers.
**Training Plan**
Need 1: Data management and AI documentation tools
Approach: A 12-hour online certificate course in nonprofit data management, offered by TechSoup, plus two half-day internal workshops on AI-assisted documentation led by an external trainer.
Provider: TechSoup (online course); Clearpath Consulting (workshops)
Format: Online self-paced plus two on-site workshops
Cost: $1,200 total for 10 participants (TechSoup group license) plus $2,400 for two workshop days
Need 2: Trauma-informed care
Approach: 16-hour in-person training over two Saturdays, offered by the Regional Trauma Training Collaborative.
Provider: Regional Trauma Training Collaborative
Format: In-person cohort, 10 participants
Cost: $3,500 total ($350 per person)
**Applying the Skills**
Within 30 days of each training, staff will set one goal for changing a specific work practice. Program directors will check in on goals at monthly supervision meetings. This is already part of our supervision structure.
**Success Measures**
6 months: Reduction in average weekly data entry time, tracked by staff self-report (target: 2 hours saved per staff member per week). Both case managers have used trauma-informed techniques in at least 3 documented client situations.
12 months: Staff survey shows reduction in administrative burden as a top frustration. Program director observes consistent use of trauma-informed language in case notes.
**Contingency**
If a staff member leaves before completing training, we will enroll the replacement. The TechSoup license is transferable. The Trauma Collaborative runs the same training quarterly.
CUSTOMIZATION If the funder requires a specific development planning format or template, adapt the structure of this output to match it. For organizations with unionized staff, confirm that training participation terms align with the collective bargaining agreement before including them in a grant application. For small organizations with only one or two staff, simplify the plan structure significantly and focus on depth over breadth.