Measured · 2026-08-06

Who ChatGPT and Gemini recommend for grant management software

We put 6 buyer questions about grant management software to ChatGPT and Gemini. Two tools tied at the top, each named in 4 of 6 answers, and none in all six. Here is the full list, the pages the answers were built from, and what it means whether or not your product is on it.

Answers read
6
Products named
25
Top source
reddit.com

Grant Frog and Instrumentl tied at the top of our grant management software check: each was named in 4 of the 6 answers ChatGPT and Gemini gave when we asked, six different ways, which tool a buyer should choose. They were the only two products named in more than half the answers. Euna Grants, Fluxx and Good Grants tied at exactly half, 3 of 6 each, and everything else was named twice or once.

Here is how we ran it. On 6 August 2026 we put six buyer questions about grant management software to ChatGPT and Gemini and let each assistant run one live web search per question. We recorded every product each answer named and every source domain it cited. Across the six answers, 25 distinct products were named and 17 distinct source domains were cited. Every figure on this page comes from that one run, and the base for every product number is those 6 answers.

The full list, counted

The table shows every product named in more than one of the six answers, plus the two secondary labels explained underneath. Share is the portion of the six answers that named the product.

ProductNamed inShare
Grant Frog4 of 667%
Instrumentl4 of 667%
Euna Grants3 of 650%
Fluxx3 of 650%
Good Grants3 of 650%
Foundant2 of 633%
Submittable2 of 633%
Temelio2 of 633%
GrantSeeker (Fluxx)1 of 617%
Foundant for Grantseekers1 of 617%

Two brands were counted under two names, which is why their parts do not add into one bigger figure. Fluxx was named 3 times as "Fluxx" and once more as "GrantSeeker (Fluxx)", one of its product lines. Foundant was named twice as "Foundant" and once as "Foundant for Grantseekers". We left both exactly as the measurement recorded them rather than summing them into a number the data never showed. Beyond this table, 15 more products were each named in only 1 of the 6 answers (17% apiece), among them Airtable, Microsoft Dynamics 365, Blackbaud Grantmaking, GrantWatch, OpenGrants and GrantHub.

The shortlist changed with the wording

The biggest finding is that the list is mostly phrasing, not a stable ranking: 17 of the 25 products, 68%, were named in only one of the six questions. Change the wording and most of the names change with it.

"Most affordable grant management software" produced the shortest list by far: just 2 products, Instrumentl and Grant Frog, the same pair that led overall at 4 of 6. When the question was about price, the two assistants stopped hedging and named only the leaders.

"Best free grant management software" produced almost a different cast. Submit.com, Creative Force and Blackbaud Grantmaking were named here and nowhere else, and Grant Frog, the co-leader across the whole run, was absent from the free answer entirely. Fluxx, Good Grants, Instrumentl and Foundant carried over into it.

The bare "best grant management software" question surfaced OpenWater and Microsoft Dynamics 365, each of which appeared in no other answer. "For small teams" brought in five one-time names: Deed, Bonterra, CyberGrants, GLM and GivingData. "What grant management software should I use" added Airtable, GrantHub and Foundant for Grantseekers, again each only once. "Grant management software recommendations" added OpenGrants, GrantVantage, GrantWatch and GrantSeeker (Fluxx), all one-time appearances.

The two leaders reached 4 of 6 by nearly opposite paths. Grant Frog was named for "best", "small teams", "what should I use" and "most affordable", but not for "free" or "recommendations". Instrumentl was named for "small teams", "free", "most affordable" and "recommendations", but not for "best" or "what should I use". They overlapped in only 2 of the 6 questions, so a single query would have shown you just one of them.

Where the answers came from

Reddit was cited in all 6 answers, the only source that appeared in every one. Whatever these engines treat as "best" in this category, they read it off Reddit first.

trytemelio.com, a vendor's own domain, was cited in 5 of the 6 answers, more than any source except Reddit. Temelio itself was named only twice, so its site was working mostly as a roundup that fed answers naming its competitors rather than as a citation for Temelio.

Facebook was cited in 4 of 6 answers and the TechSoup nonprofit forums in 4 of 6, so community discussion, not formal reviews, supplied most of the raw material. G2 was cited exactly once, only in the "free" answer, and Capterra did not appear at all. The review directories vendors usually pour effort into were almost invisible here.

The key insight is that vendors' own domains fed the answers and those vendors got named. instrumentl.com was cited in 4 of 6 answers and Instrumentl tied for the most-named product. fluxx.io (3 of 6), goodgrants.com (3 of 6), eunasolutions.com (2 of 6), submittable.com (2 of 6) and foundant.com (1 of 6) show the same pattern: own site cited, product named. Seven of the named vendors had their own domain in the source list.

There is one clear counter-case. Grant Frog tied for first at 4 of 6 without its own domain being cited even once; it rode Reddit, the TechSoup forums, Facebook and third-party roundups instead. And benevity.com was cited once while Benevity was never named, which shows a citation alone does not buy a mention. Being read is necessary, being recommended inside what gets read is what counts.

What this means if you sell grant management software

The source list, not market share, decided who was named. Grant Frog, not the biggest name in the category, tied for first at 4 of 6 purely by being present in the threads and roundups these engines read, while Benevity, a large player whose own page was cited, was named in 0 of the 6 answers.

So being named starts with being in these exact sources: Reddit, which fed all 6 answers; roundup posts, including vendor blogs like trytemelio.com, which fed 5; Facebook groups, which fed 4; and the TechSoup forums, which fed 4. That is where the shortlists are actually built.

Your own domain can feed answers too. Seven named vendors had their site cited, and Instrumentl converted 4 own-domain citations into a first-place tie, so category and comparison content on your own site is worth publishing. What is not worth much here is a G2 or Capterra profile: G2 was cited once and Capterra zero times across all six answers.

Track it over time, because the wording moves the list. With 17 of 25 products appearing in only one phrasing, your visibility on "best free" can look nothing like your visibility on "most affordable", the query that named only 2 products at all.

Why we ran this

Glotier does not sell grant management software, so we are not named in any of these six answers, and that is the right result. We would not want to fake our way into a category we do not serve.

This measurement is exactly what we do for a customer's own category: we ask the buyer questions, record which products the assistants name and which sources they pull from, and show you where you actually stand. If you sell in a category, the check is free, needs no account and takes about a minute.

The questions we asked

One live web search per question, put to serper+or:chatgpt,gemini on 2026-08-06. 6 of 6 came back with an answer we could read. Whether a product was named is decided by looking for it in the answer text, not by asking a model for its opinion.

  1. best grant management software
  2. best grant management software for small teams
  3. what grant management software should I use
  4. best free grant management software
  5. most affordable grant management software
  6. grant management software recommendations

Questions people ask

What is the best grant management software according to AI right now?
In our 6 August 2026 measurement, ChatGPT and Gemini named Grant Frog and Instrumentl most often, each in 4 of 6 answers, the only two named in more than half. Euna Grants, Fluxx and Good Grants tied at 3 of 6. No product was named in all six answers.
What is the best free grant management software?
The "best free grant management software" question returned Fluxx, Submit.com, Good Grants, Creative Force, Instrumentl, Blackbaud Grantmaking and Foundant. Submit.com, Creative Force and Blackbaud Grantmaking showed up only in this free answer, and Grant Frog, a co-leader overall at 4 of 6, was not named in it at all.
What is the most affordable grant management software?
When we asked ChatGPT and Gemini for the "most affordable" option, they narrowed to just 2 products, Instrumentl and Grant Frog, the same pair that led the whole run at 4 of 6. It was the shortest shortlist of the six questions.
Which grant management software is best for a small team?
The "for small teams" answer named eight products: Grant Frog, Deed, Bonterra, CyberGrants, Instrumentl, Foundant, GLM and GivingData. Five of them, Deed, Bonterra, CyberGrants, GLM and GivingData, appeared in no other answer, so they are specific to that phrasing.
Where do ChatGPT and Gemini get their grant software recommendations?
Across the six answers, Reddit was cited in all 6 and a vendor blog, trytemelio.com, in 5. Facebook and the TechSoup forums each fed 4 of 6. Review directories barely registered: G2 was cited once and Capterra not at all.

Do you sell in grant management software? Find out whether you are in that list.

Paste your domain and watch the same run happen for your own buyer questions: which of the three assistants names you, who gets named instead, and the exact pages those answers were built from. Free, no card, no account for the first check.

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For reference, Grant Frog was named in 4 of the 6 answers we read.

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