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Model
(claude-5-opus)
Token size
2,076
Example input
[PROGRAM_FACTS]: After-school literacy program serving 240 K-5 students across 4 partner schools in a low-income district; internal assessment shows participating students improved reading level by an average of 1.4 grade levels over the school year, vs. a district-wide average of 0.6 [FUNDER_PRIORITIES]: This funder's published guidelines prioritize 'measurable literacy outcomes for underserved elementary students' and 'programs with a clear path to sustainability beyond the grant period' [ASK_AMOUNT_AND_USE]: Requesting $75,000 to fund 2 additional part-time literacy coordinators and expand the program to 2 new partner schools next year [PAST_GRANT_HISTORY]: This same funder awarded $40,000 last year for the pilot phase of this program at 2 schools
Example output
# Grant Proposal Narrative ## After-School Literacy Program (K-5) — Funder Name Not Provided --- ### CARD 1 — EXECUTIVE SUMMARY This proposal has a strong fit on one of the funder's two stated priorities and no supporting evidence at all on the other. The literacy-outcomes data is specific, quantified, and squarely on-point: a K-5 after-school program in a low-income district posting a 1.4 grade-level average reading gain against a 0.6 district-wide average speaks directly to "measurable literacy outcomes for underserved elementary students." The funder's prior $40,000 pilot investment, combined with the program's since-demonstrated growth from 2 to 4 schools, adds credibility to the ask. **Biggest gap before submission:** the program facts contain nothing addressing the funder's second stated priority — "a clear path to sustainability beyond the grant period." No funding-diversification plan, no transition strategy, no explanation of how the 2 new coordinator positions or 2 new schools would be resourced once this grant period ends. This is the single item most likely to weaken the proposal as currently supported. --- ### CARD 2 — NEED STATEMENT DRAFT In the district served by this program, elementary students are falling behind grade-level reading benchmarks: district-wide, students gain an average of 0.6 reading grade levels per school year. Students in this after-school literacy program — 240 K-5 students across 4 partner schools in a low-income district — gained an average of 1.4 grade levels over the same period, more than double the district average. *Gaps in the need statement, per the epistemic-discipline rule against inventing figures:* the program facts do not include district size, poverty-rate data, standardized third-grade reading proficiency rates, or how the 0.6 district average was calculated (same assessment instrument? same time window?). These are common need-statement supports that would strengthen this section but are **NOT PROVIDED** and are not filled in here. --- ### CARD 3 — FUNDER ALIGNMENT MAP | Funder Priority | How This Program Addresses It | Evidence | |---|---|---| | "measurable literacy outcomes for underserved elementary students" | K-5 after-school literacy program operating in a low-income (underserved) district; participating students show reading gains well above the district benchmark | 240 K-5 students, 4 partner schools; 1.4 grade-level average improvement vs. 0.6 district-wide average (internal assessment) | | "programs with a clear path to sustainability beyond the grant period" | NOT PROVIDED — program facts describe current activities and this year's ask, but supply no funding-diversification, revenue, or continuation plan for after the grant period | NOT PROVIDED | --- ### CARD 4 — ALIGNMENT DIAGNOSTIC **Priority: "measurable literacy outcomes for underserved elementary students"** | Factor | Score | Status | Rationale | |---|---|---|---| | Priority Match Specificity | STRONG | PROVIDED | Program facts directly name K-5 (elementary) students in a low-income (underserved) district — matching the priority's own terms without needing to stretch the evidence. | | Evidence Strength | STRONG | PROVIDED | Quantified, comparative outcome data: 1.4 grade-level average gain vs. 0.6 district average, across a defined cohort (240 students, 4 schools). | | Differentiation from Likely Other Applicants | MODERATE | PROVIDED | The district-average comparison is a genuine differentiator, though the facts don't specify how the district figure was calculated or whether it reflects comparable measurement methods, which limits how far the comparison can be pushed. | | Funder Alignment Strength Index (OPERATIONAL EXTENSION — NOT A PREDICTION OF THE FUNDING DECISION) | STRONG | PROVIDED | The priority's stated language is matched point-for-point by supplied evidence, with no gaps requiring invented support. | **Priority: "programs with a clear path to sustainability beyond the grant period"** | Factor | Score | Status | Rationale | |---|---|---|---| | Priority Match Specificity | WEAK | NOT PROVIDED | Nothing in the program facts addresses sustainability, funding diversification, or a post-grant transition plan. | | Evidence Strength | WEAK | NOT PROVIDED | No facts describe how the 2 new coordinator positions or 2 new partner schools would be funded once this grant ends. | | Differentiation from Likely Other Applicants | UNKNOWN | NOT PROVIDED | No information supplied to assess this program's sustainability approach against other likely applicants. | | Funder Alignment Strength Index (OPERATIONAL EXTENSION — NOT A PREDICTION OF THE FUNDING DECISION) | WEAK | NOT PROVIDED | This is a plain evidence gap, not a judgment that the program lacks a sustainability plan — only that the facts provided don't contain one. It should not be talked around with generic sustainability language the facts don't support. | **Core Alignment Reading:** The program's outcomes evidence is a genuinely strong match to the funder's first priority — not inflated, since the comparison data is specific and traceable. The sustainability priority, by contrast, has no supporting evidence whatsoever in the facts supplied. That asymmetry, not a weak program, is what the rest of this narrative needs to correct before submission. --- ### CARD 5 — PROGRAM DESCRIPTION & OUTCOMES DRAFT | Outcome Claimed | Evidence Status | |---|---| | Serves 240 K-5 students across 4 partner schools in a low-income district | PROVIDED | | Average 1.4 grade-level reading improvement over the school year among participants | PROVIDED | | District-wide comparison average of 0.6 grade-level improvement | PROVIDED | | Planned expansion to 2 new partner schools next year | PROVIDED (as a stated plan, not yet a realized outcome) | | Projected number of students served after expansion | NOT PROVIDED | | Sustainability / continued-funding plan beyond the grant period | NOT PROVIDED | | Longer-term outcome tracking (e.g., reading levels in following years) | NOT PROVIDED | | Program cost per student or per coordinator | NOT PROVIDED | --- ### CARD 6 — ORGANIZATIONAL CAPACITY NOTE This funder previously awarded $40,000 to support the program's pilot phase at 2 schools. The program facts show the organization has since scaled to 4 schools serving 240 students — evidence of execution capacity beyond the pilot's original scope. The program facts do not specify what funding supported that growth from 2 to 4 schools, so this narrative notes the demonstrated scale-up without attributing it solely to this funder's prior grant. Consistent with the rule that past grant history informs organizational capacity only: this track record demonstrates the organization has previously executed a funded phase of this same program successfully. It is not, and should not be presented as, an indication that renewed or continued funding from this funder is likely or guaranteed. --- ### CARD 7 — BUDGET NARRATIVE The $75,000 ask is tied to two specific activities, not general operating support: (1) hiring 2 additional part-time literacy coordinators, and (2) expanding programming to 2 new partner schools next year. Because this is an activity-specific ask, the justification should trace directly to these two line items rather than being framed in general-support language. **Gap:** the program facts do not break out how the $75,000 divides between coordinator salaries and new-school start-up costs (materials, assessments, onboarding). That line-item split is NOT PROVIDED and should be added before submission — funders evaluating an activity-specific ask typically expect to see the dollar amount connected to each activity, not just the activities named. --- ### CARD 8 — GAPS TO FILL BEFORE SUBMISSION 1. **Sustainability narrative (WEAK alignment, funder-stated priority):** no funding-diversification plan, no explanation of how new positions/schools are resourced after this grant period ends. This is the priority gap flagged in Card 4 and must be addressed directly, not with generic language. 2. **Budget line-item breakdown:** the $75,000 needs to be split across coordinator costs vs. new-school expansion costs. 3. **Projected beneficiary count post-expansion:** no total student number given for the 6-school footprint after expansion. 4. **Benchmark methodology:** how the 0.6 district-wide average was measured/sourced isn't specified, which would strengthen the outcomes comparison. 5. **Funding source for the 2→4 school growth:** relevant context for the organizational capacity narrative, currently unaddressed. 6. **Longer-term outcome tracking:** only a single school year of data is available; multi-year tracking, if it exists, would strengthen the case. --- ### CARD 9 — METHOD NOTE This narrative is a drafting aid, not a guarantee of funding — the funder's actual decision depends on factors beyond what any framework can assess from program facts alone. It was built on the Grant Narrative Framework (Need Statement, Program Description, Outcomes & Evaluation, Organizational Capacity, Budget Justification, Sustainability), extended with the Funder Alignment Strength Index — an operational tool for testing evidence-to-priority fit, explicitly not a prediction of the funder's funding decision. Past grant history (the prior $40,000 pilot award from this same funder) was used only to inform the organizational capacity narrative in Card 6, showing demonstrated execution at a smaller scale — it was not used to imply that renewed funding is likely or guaranteed. Before submission, a development professional should review this full narrative, verify every figure against source data (the assessment results, school and student counts, and budget figures), and fill the gaps named in Card 8 — particularly the sustainability plan, which the funder lists as a co-equal priority to outcomes. --- **VERDICT: NEEDS FUNDER-PRIORITY ALIGNMENT — the literacy-outcomes priority is strongly and specifically supported by the data provided, but the funder's second stated priority, sustainability beyond the grant period, has no supporting evidence anywhere in the program facts and must be addressed before this narrative is submission-ready.**
Claude

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CLAUDE-5-OPUS
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✍️ Give it your program facts, a funder's stated priorities, and your ask amount to get a 9-card grant narrative — need statement, funder-alignment map, program outcomes, and budget justification — where a genuinely weak alignment gets disclosed plainly instead of talked around with vague "community impact" language. Preserves approximate figures as ranges (never rounds "200–250 families" into a falsely precise number) and never implies a past grant means renewal is guaranteed. 🙏
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