# How to use AI for grant writing: find and draft startup grants (2026)

> Use Claude or ChatGPT to find startup grants on official sites, check NSF SBIR fit, draft your Project Pitch and check it, within NSF and NIH rules on AI.

- **URL**: https://www.nocodetalks.co/blog/ai-grant-writing-startup-grants
- **Author**: Ankur Khandelwal, Nocodetalks
- **Updated**: Oct 7, 2026
- **Topic**: Funding
- **Sources checked**: 26

---

_A workflow for fintech and SaaS founders._ Find programs on official sites with deep research, test the NSF fit, draft the pitch from your own notes, then check it. Program facts verified October 7, 2026.

## The short answer

Use AI as your researcher and editor, not your author. Run Claude's Research or ChatGPT's deep research on official sites only to find and qualify programs, have it argue against your NSF fit, then draft the NSF Project Pitch from your own technical notes. NSF allows AI help but holds you responsible for every word and encourages disclosure. NIH won't treat applications substantially developed by AI as original.

## First, the agency rules on AI in proposals

Check the rules before you draft, because they differ by agency.

| Agency | What it says | What it means for your draft |
|---|---|---|
| NSF ([notice](https://www.nsf.gov/policies/ai/merit-review), Dec 14, 2023) | Proposers are encouraged to say in the project description whether and how they used generative AI. They are responsible for the accuracy and authenticity of the whole submission, including AI-assisted content. | AI help is allowed. Add a short disclosure and verify every claim. |
| NIH ([NOT-OD-25-132](https://grants.nih.gov/grants/guide/notice-files/NOT-OD-25-132.html), effective Sep 25, 2025) | Applications substantially developed by AI, or with sections substantially developed by AI, aren't considered the applicant's original ideas. If found after award, NIH may act, up to termination. NIH also takes only six applications per PI per calendar year. | Use AI to research, edit and check. Write the sections yourself. The cap covers every activity code except T and R13. |
| Other SBIR agencies | Each solicitation sets its own terms. | Search the solicitation for "artificial intelligence" before you start. |

> Note: This is my reading of the notices as of October 7, 2026, not legal advice. Open the notices yourself before you submit.

## What you need

| Job | Tool | Have ready |
|---|---|---|
| Find and qualify programs | [Claude Research](https://support.claude.com/en/articles/11088861-use-research-on-claude) (paid plans) or [ChatGPT deep research](https://help.openai.com/en/articles/10500283-deep-research-in-chatgpt) (limits vary by plan) | Headcount, ownership split, investors, state, stage |
| Fit check and pitch draft | A Claude or ChatGPT Project holding your notes | A one-page technical note, test results, customer interview notes, team bios |
| Compliance check | The same Project, plus your editor's character count | The solicitation text and your draft |

Write the technical note yourself, in plain bullets: what's new, what's unproven, what you've tested. AI can shape it but can't supply it.

## Startup grants and credits at a glance

> Note: **Last verified: October 7, 2026.** Programs change, so open the official page before you apply.

| Program | What you get | Key rule | Official page |
|---|---|---|---|
| SBIR (11 agencies) and STTR | Phase I usually $50,000 to $275,000; Phase II $750,000 to $1.8M. No equity taken. | For-profit, 500 or fewer employees, 51%+ owned by US citizens or permanent residents. Reauthorized through Sep 30, 2031 (S. 3971, signed Apr 13, 2026). | [sbir.gov](https://www.sbir.gov/) |
| NSF SBIR/STTR (America's Seed Fund) | Phase I up to $305,000 (6 to 18 months); Phase II up to $1,250,000 | Pitch invitation first. Not majority VC-, PE- or hedge-fund-owned. Deadlines: Nov 4, 2026; Mar 4 and Jul 7, 2027. | [NSF 26-510](https://www.nsf.gov/funding/opportunities/small-business-innovation-research-small-business-technology/nsf26-510/solicitation) |
| AWS Activate | Founders: $1,000 to $5,000. Portfolio: up to $200,000. | Pre-Series B, under 10 years old | [AWS](https://aws.amazon.com/startups/credits) |
| Google for Startups Cloud | Start: up to $2,000. Funded: up to $200,000 ($350,000 AI-first). | Public website and matching email domain | [Google](https://startup.google.com/cloud/) |
| Microsoft for Startups | Up to $150,000 in Azure credits over time | Own software product, no Series C yet | [Microsoft](https://learn.microsoft.com/en-us/startups/microsoft-for-startups/overview) |
| Stripe Atlas | $2,500 in Stripe credits for year one; costs $500 once | Incorporate a Delaware C corp or LLC through Atlas | [Stripe](https://stripe.com/atlas) |
| Plaid | Free Sandbox; free Trial plan on real data (new US and Canadian teams) | Item limit on the Trial plan | [Plaid](https://plaid.com/docs/sandbox/) |
| Accelerators (YC, Techstars) | YC: $500,000. Techstars: $220,000. | Equity, not a grant. Deadlines change each batch. | [YC](https://www.ycombinator.com/deal), [Techstars](https://www.techstars.com/investment-terms) |

**Never pay for a grant.** The [FTC](https://consumer.ftc.gov/articles/government-grant-scams) says not to pay for grant lists or up-front fees. grants.gov and the [sbir.gov search](https://www.sbir.gov/topics) are free.

## The AI grant writing workflow, from search to pitch

**1. Find and qualify programs on official sources only.** In ChatGPT deep research, use Sites > Manage sites to restrict the search to the domains in the prompt below. Claude's Research has no documented site filter, so put the limit in the prompt and check each citation's domain. Ask it to *look up* facts: in Jason Staats' demo, a plain question was answered from memory, while "look up" triggered a web search, and he says naming the official site makes it better ([video @4:04](https://youtu.be/SAGeq_LTOpg?t=244)).

Prompt for Claude · Find and qualify programs (official sources only):

```
Look up US non-dilutive funding my company may qualify for. Use only sbir.gov, nsf.gov, seedfund.nsf.gov, grants.gov and the official site of any agency you cite. Ignore blogs and grant-list sites.

Company: [what we build, 2 sentences]. [Headcount], [% owned by US citizens or permanent residents], [VC ownership %], [state], [incorporated: yes/no].

Return a table: program, agency, amount, each eligibility test, my status on it (pass / fail / unclear), next deadline, source URL.
Quote the sentence each eligibility call rests on. Mark anything you couldn't confirm on an official page as UNVERIFIED. Don't guess deadlines.
```

**2. Fit-check against NSF before you write a word.** NSF lists 31 [topic areas](https://seedfund.nsf.gov/what-we-fund/), none of them fintech. The nearest are Artificial Intelligence, Cybersecurity and Authentication, and Advanced Systems for Scalable Analytics, plus Other Topics. NSF says it doesn't fund straightforward engineering or incremental product development ([Project Pitch guidance](https://seedfund.nsf.gov/apply/project-pitch-information/)). A budgeting app on Plaid is engineering. A fraud model that must beat current methods on hard data might be research. Ask the AI to argue against you.

Prompt for Any AI chat · Red-team the NSF fit:

```
Act as a skeptical NSF SBIR program director. NSF says it does not fund straightforward engineering, incremental product development or feature upgrades. Read my technical note below.
1. State the core technical risk in one sentence. If there isn't one, say so.
2. Label each part of the plan research (unknown whether it can work) or engineering (known how to build).
3. Name the closest NSF topic and explain the fit.
4. Give the three strongest reasons a reviewer would decline it.
Quote my note for every judgment. Don't invent results or capabilities I haven't stated.

[PASTE TECHNICAL NOTE]
```

If the honest answer is mostly engineering, stop here and spend the time on credits and customers.

**3. Draft the Project Pitch from your notes.** It has four sections: Technology Innovation (3,500 characters), Technical Objectives and Challenges (3,500), Market Opportunity (1,750), and Company and Team (1,750). NSF replies in about 1 to 2 months. You get one pitch per submission window, two per 12 months and three per project, so don't spend one on a weak draft.

Prompt for Claude · Draft the NSF Project Pitch:

```
Draft an NSF SBIR Project Pitch using only the facts in my attached notes. Four sections, hard limits: Technology Innovation (3,500 characters), Technical Objectives and Challenges (3,500), Market Opportunity (1,750), Company and Team (1,750).
Rules:
- Every claim must trace to my notes. Where a fact is missing, write [NEEDS INPUT: your question] instead of filling it.
- No citations unless I supplied the source.
- Plain language, no hype words.
- Name the specific R&D tasks and the result that would prove each one.
After the draft, list every sentence that goes beyond my notes, and give a character count per section that I'll re-check.
```

Then rewrite it in your own words. NIH doesn't treat sections substantially developed by AI as original. For NSF, your own words show a reviewer you understand the technology.

**4. If invited, write the full proposal yourself and use AI to tighten it.** The Phase I Project Description runs 10 to 15 pages under four headers: Intellectual Merit, Company/Team, Broader Impacts and Commercialization Potential. NSF warns that an R&D plan made of generic tasks and goals may be returned without review, and URLs aren't allowed in that section ([instructions](https://seedfund.nsf.gov/solicitation-project-description/)). Generic is exactly what an unedited AI draft produces. Invitations are valid for the next two deadlines.

**5. Run a compliance check before you submit.**

Prompt for Any AI chat · Pre-submission compliance check:

```
Check my attached draft against the attached solicitation and instructions. Don't rewrite anything.
Return a table: requirement, where it's stated (quote it), pass / fail / can't tell, and the fix.
Check at least: required headers, page or character limits, no URLs in the Project Description, eligibility statements, budget items the solicitation names, and the deadline.
Then list every number, citation and claim in the draft and mark each one 'traced to my notes', 'traced to a source I attached' or 'unsupported'.
Flag anything you're unsure about instead of guessing.
```

## Check the output

- Open every program page the research cites and confirm amount, eligibility and deadline yourself. sbir.gov warns its listings are copies that may not be the latest version.
- Count characters in Word or Google Docs. Don't trust the AI's count.
- Open every citation. NIH warns that AI use may result in plagiarism or fabricated citations.
- Trace every number to your own data: test results, interviews, revenue.
- Read the R&D plan aloud. If it could describe another company's project, rewrite it.
- Add the disclosure NSF encourages. For example: "We used [tool] to edit for length and check compliance. The technical content is the team's."

## Make it faster next time

Keep one Claude or ChatGPT Project per funding effort. Put the technical note, the solicitation, past pitches, reviewer feedback and these four prompts in it. Add the pitch limits to the Project instructions so every draft respects them. For the next deadline or Phase II, update the notes and rerun the prompts rather than starting from a blank chat.

## Where AI fails in grant writing

- **It answers from memory.** In Hector Garcia's ChatGPT demo, a fast mode answered from internal knowledge without searching the web ([video @26:15](https://youtu.be/kDS_qf2x9Ns?t=1575)). That's where stale amounts and lapsed deadlines come from.
- **It invents support.** Plausible citations, market sizes and pilot results you never gave it.
- **It writes generic plans.** NSF can return a generic R&D plan without review.
- **It overstates novelty.** It will call a feature an innovation if you let it. The red-team prompt is the fix.

What practitioners and founders say
- Jason Staats, who coaches accounting firms, says he wants AI to pull from authoritative sources rather than answer from what it knows, and that naming the official site makes a prompt better. (Jason Staats, A Claude Cowork Guide for Accounting Firms (YouTube, May 2026; sponsored video), https://youtu.be/SAGeq_LTOpg?t=244)
- Hector Garcia, a CPA, tells viewers that accuracy means the AI shows where it got the information and you check it against the source. (Hector Garcia CPA, ChatGPT Basics for Accounting (YouTube, Aug 2026; Ramp-hosted webinar), https://youtu.be/kDS_qf2x9Ns?t=3453)
- One founder argues small raises may not be worth the time, since a technical founder using AI can now write much of the product. (a commenter on r/startups (Aug 2026), https://www.reddit.com/r/startups/comments/1vt4en3/lessons_learned_one_year_after_raising_a_500k/)
- Another says raising is a full-time job for one to three months, then a monthly update is enough. Spend the rest on revenue. (a commenter on r/startups (Aug 2026), https://www.reddit.com/r/startups/comments/1vt4en3/lessons_learned_one_year_after_raising_a_500k/)

> Everyone has an idea but it’s nothing til you build it.
> — a commenter on r/fintech (Sep 2026) (https://www.reddit.com/r/fintech/comments/1w5hrg4/18_months_ago_i_pulled_an_idea_from_this/)

## Keep your technical approach private

Your pitch holds unpublished technical ideas. Use a business plan, or turn off model training in your data settings, before you paste them in. NSF forbids its own reviewers from uploading proposal content to non-approved AI tools, which tells you how sensitive it considers that material. Plans and settings in detail: [Is Claude safe for client data?](https://www.nocodetalks.co/blog/is-claude-safe-for-client-data)

## Common questions

**Can I use ChatGPT or Claude to write an SBIR proposal?**

For NSF, yes, with care: NSF encourages you to disclose how you used AI and holds you responsible for accuracy. For NIH, applications substantially developed by AI aren't considered original. Use AI to research, outline and check, and write the substance yourself.

**What is the best AI for grant writing?**

The one that cites official sources you can check. ChatGPT's deep research can be restricted to specific websites. Claude's Research cites its sources, and you set the limit in your prompt. Either works for drafting from your notes. The official grant lists are free.

**Do I have to disclose AI use to NSF?**

NSF encourages it rather than requiring it, in the project description. A short, honest sentence on what the tool did is enough.

**Is the SBIR program running in 2026?**

Yes. S. 3971, signed April 13, 2026, reauthorized SBIR and STTR through September 30, 2031. NSF posted its new solicitation on May 22, 2026.

**Can a fintech or SaaS company get an SBIR grant?**

Only if the core is new technology that needs R&D to prove. NSF doesn't fund straightforward engineering or incremental product development. Send a Project Pitch to get a direct answer.

## Sources

- [Notice to Research Community: Use of Generative Artificial Intelligence Technology in the NSF Merit Review Process](https://www.nsf.gov/policies/ai/merit-review)
- [NOT-OD-25-132: Supporting Fairness and Originality in NIH Research Applications](https://grants.nih.gov/grants/guide/notice-files/NOT-OD-25-132.html)
- [NSF 26-510 SBIR/STTR Phase I, Phase II, Fast-Track solicitation](https://www.nsf.gov/funding/opportunities/small-business-innovation-research-small-business-technology/nsf26-510/solicitation)
- [Project Pitch information](https://seedfund.nsf.gov/apply/project-pitch-information/)
- [Project Description Instructions](https://seedfund.nsf.gov/solicitation-project-description/)
- [Funding topic areas](https://seedfund.nsf.gov/what-we-fund/)
- [Get started (eligibility)](https://seedfund.nsf.gov/apply/get-started/)
- [SBIR/STTR home: phases and amounts](https://www.sbir.gov/)
- [About SBIR/STTR](https://www.sbir.gov/about)
- [Am I eligible to participate in the SBIR/STTR programs? (Tutorial 2)](https://www.sbir.gov/tutorials/program-basics/tutorial-2)
- [Funding Opportunities search](https://www.sbir.gov/topics)
- [Administrator Loeffler Applauds SBIR-STTR Reauthorization (Apr 13, 2026)](https://www.sba.gov/article/2026/04/13/administrator-loeffler-applauds-sbir-sttr-reauthorization)
- [AWS Activate Credits](https://aws.amazon.com/startups/credits)
- [Google for Startups Cloud Program](https://startup.google.com/cloud/)
- [What is Microsoft for Startups?](https://learn.microsoft.com/en-us/startups/microsoft-for-startups/overview)
- [Stripe Atlas](https://stripe.com/atlas)
- [Sandbox overview](https://plaid.com/docs/sandbox/)
- [The Y Combinator Deal](https://www.ycombinator.com/deal)
- [Investment terms](https://www.techstars.com/investment-terms)
- [Government grant scams](https://consumer.ftc.gov/articles/government-grant-scams)
- [Use Research on Claude](https://support.claude.com/en/articles/11088861-use-research-on-claude)
- [Deep research in ChatGPT](https://help.openai.com/en/articles/10500283-deep-research-in-chatgpt)
- [A Claude Cowork Guide for Accounting Firms (2026), Jason Staats (Accounting Firm Coach). Sponsored video (Makers Hub)](https://youtu.be/SAGeq_LTOpg?t=244)
- [ChatGPT Basics for Accounting (Part 1) - AUG 2026, Hector Garcia CPA. Ramp-hosted webinar](https://youtu.be/kDS_qf2x9Ns?t=1575)
- [Lessons learned one year after raising a $500K pre-seed round (thread)](https://www.reddit.com/r/startups/comments/1vt4en3/lessons_learned_one_year_after_raising_a_500k/)
- [18 months ago I pulled an idea from this community... (thread)](https://www.reddit.com/r/fintech/comments/1w5hrg4/18_months_ago_i_pulled_an_idea_from_this/)