ELIXIR CONSUMERS vs. general-purpose AI chat assistants
General-purpose AI chat assistants are good at producing fluent paragraphs, and many grant writers use them for brainstorming and editing. A grant proposal asks for something different: facts that match your audit and 990, answers to every criterion in a specific rubric, text that fits exact limits, and a record of where each number came from. ELIXIR CONSUMERS is built around those requirements and grounded only in your own documents.
| Dimension | [-] General-purpose AI chat | [+] ELIXIR CONSUMERS |
|---|---|---|
| Source of facts | Model training data plus whatever you paste into the chat, with no built-in check against your records. | Only your vault: 990s, audits, program data, past proposals and the documents you upload. |
| Statistics and citations | Can produce plausible statistics or citations that do not exist unless every figure is checked by hand. | Every figure links to the vault document and page it came from; claims without a source are flagged, not written. |
| Rubric alignment | Follows the prompt you write; nothing checks that every sub-criterion was answered. | The NOFO parser maps review criteria and points to sections and shows gaps before review. |
| Page, word and character limits | Word and character counts in chat output are often approximate and need to be checked separately. | Counts are measured, not estimated, against each limit while you draft. |
| Institutional memory | Context is limited to the current conversation or a few uploaded files, and is rebuilt each time. | A persistent vault of your organization's history, reused across every proposal and report. |
| Consistency across sections | Each response is generated separately, so numbers and names can differ between sections. | Shared figures are held once and reused, with conflicts shown before export. |
| Budgets | Can describe a budget but does not apply 2 CFR 200 cost principles or your indirect rate base. | Budget narrative builder applies your NICRA or the 15% de minimis rate on MTDC and flags commonly questioned costs. |
| Data handling | Depends on the plan and settings; consumer plans may retain conversations or use them to improve models. | Tenant-isolated storage, no training on customer data, role-based access and an audit log. |
| Team workflow | Individual chats, copied into Word and passed around by email. | Shared workspace with assignments, review comments and version history per section. |
| Funder policies on AI | No awareness of funder rules on AI-generated content. | Flags funder notices on AI use, such as NIH's 2025 originality policy, and keeps your own text and edits on record. |
| Post-award reporting | Starts from a blank chat each reporting period. | Report calendar from the award and progress narratives from logged outcome data. |
When general-purpose ai chat is the right call
- Brainstorming a project title, an opening line or a few ways to frame a need.
- Editing a paragraph you already wrote for clarity or tone, where you supply all the facts.
- Summarizing public material, such as a long foundation annual report, to prepare for a call.
- Short, low-stakes asks where every fact is already in front of you and easy to check.
Questions, answered
Can't we just paste our documents into a chat assistant?
You can, and for a single section it may work. The problems show up at scale: limited context, no link from each sentence back to its source, no rubric check, and the same documents pasted again for every proposal.
Is it safe to put our financials and program data into AI tools?
It depends on the tool, the plan and the settings. Read the provider's data use terms and your own policies. ELIXIR CONSUMERS keeps each customer's data isolated and does not use it to train shared models.
Do funders allow AI-assisted applications?
Policies vary. NIH said in 2025 that applications substantially developed by AI will not be considered the applicant's original ideas. Other funders are silent or ask for disclosure. Check each funder's guidance and keep your own team as the author of the program ideas.
$ elixir trial --days 14
Stop letting high-value grant deadlines pass you by.
Upload a past 990 and a target NOFO. Watch ELIXIR CONSUMERS draft a cited Section 1 narrative in 90 seconds.