How does this skill prevent the 'hallucinations' common in standard AI grant writing?

Unlike generic LLM prompts that prioritize fluency over facts, this skill uses a verification loop that cross-references every sentence against your uploaded documents, inserting 'Evidence Gap Notices' where data is missing to prevent hallucinations.

What sources can I use to build my organization's evidence library?

The skill connects directly to Google Drive and Notion via a modular connector, and it can also process manual uploads to build a searchable 'Organization Pack' of your impact reports and mission statements.

What exactly is included in the 'Grant Assistant' purchase?

You will receive the full multi-agent suite, including the Library Manager, RFP Analyst, and Voice Polishing agents, along with the /grant-setup configuration module and a guide for document integration.

Can the Grant Assistant submit the final proposal directly to a funder's application portal?

While this skill can analyze an RFP and draft all required sections, it does not have the authority to access funder portals; you will need to perform a final human review and manual submission of the generated content.

Is it possible to maintain my organization's unique brand voice across different grant applications?

Yes, the 'Voice Matching' agent allows you to upload existing writing samples, ensuring the generated drafts mirror your organization’s specific tone rather than sounding like a generic AI response.

Cambio Grant Buddy

Example session with this skill installed

Analyze the RFP at https://example.com/youth-grant.pdf and check it against our Riverbend Youth Collective org-pack to see if we should apply.

Read your context and instructions
Compiled the cambio grant buddy

I have analyzed the RFP from the example grant and cross-referenced it with the Riverbend Youth Collective evidence library.

Opportunity Analysis: Youth Empowerment Grant 2024

Metric	Score	Findings
Mission Alignment	9/10	RFP prioritizes "after-school mentorship," which is Riverbend's primary program focus.
Evidence Availability	7/10	We have strong outcomes for 2023, but lack the specific "long-term alumni tracking" data requested.
Eligibility	PASS	501(c)(3) status confirmed in org-pack; geographic focus matches our service area.
Level of Effort	HIGH	Requires a logic model and a 5-year budget forecast; we currently only have a 2-year forecast.

Evidence Gap Notices

Gap 1: Alumni employment rates (Required by Section 4.2). Our library only tracks high school graduation rates.
Gap 2: Detailed breakdown of indirect costs. Current finance-2023.pdf uses a flat 10% rate without itemization.

Recommendation: Proceed with application. The mission fit is high, but we must interview the Program Director to fill the alumni data gap before drafting Section 4.

Grounding used: references/example/riverbend-youth-collective/org-pack, youth-grant.pdf

Next steps

Run /grant-draft to begin the narrative for the Program Summary.
Update the library with the latest 2024 budget projections to resolve the finance gap.
Assign the "Alumni Tracking" data collection task to the program team.

Drafted with AI from your documents. A person on your team must review every claim before submission.

Connects securely to your tools. The creator never sees your data.

About this skill

Grant writing often fails because AI hallucinates impact numbers or loses the organization's authentic voice. This skill enforces a strict evidence-based workflow, ensuring every claim in your proposal is cited directly from your internal documents.

What it does

Evidence grounding ensures every factual claim cites a specific source from your document library.
Gap detection flags missing information with explicit Evidence Gap Notices instead of inventing data.
RFP analysis decomposes complex grant requirements into actionable evidence maps and scoring.
Voice matching applies your organization's unique tone and style to drafts using existing writing samples.
Compliance checking runs final QA to verify every funder requirement is met before assembly.

How it works

Initialize by running /grant-setup to create your organization's core profile and document pack.
Connect your knowledge base via Google Drive, Notion, or manual uploads using the connector module.
Analyze a specific RFP or funder opportunity to score its fit and extract submission requirements.
Draft the application by mapping funder questions to your library evidence and refining the prose.

Frameworks & tools

The skill uses a modular agent architecture including specialized roles for library management, RFP analysis, and voice polishing. It integrates with Google Drive and Notion for document retrieval and supports Markdown-based organization packs.

Why this beats prompting it yourself

Standard prompts frequently hallucinate metrics or project details to sound persuasive. This skill implements a multi-agent verification loop that physically stops the drafting process when evidence is missing, forcing human review where it matters most.

Use cases

Draft an LOI or full grant application based on a specific RFP URL or PDF.
Score a potential funder against your mission and capacity before applying.
Register new impact reports or program evaluations into your evidence library.
Rewrite technical program descriptions to match a specific "human-centered" voice.

Known limitations

Does not perform direct submission to funder portals. Requires an initial setup phase to populate the organization pack with source documents.

How to use

Skills on Agensi run inside your AI agent. Copy the prompt, paste it into your agent, and it connects to Agensi and installs this skill for you. If a payment is needed, your agent shows it to you first.

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Cambio Grant Buddy