We Asked ChatGPT, Gemini and Perplexity for CMMC Software. Here Is What They Said.

If you ask ChatGPT, Gemini or Perplexity for an AI CMMC software recommendation, you will almost always hear FutureFeed first, then a list that changes depending on how you phrase the question. We know because we ask every month. On November 2, 2026 we put the same three buyer questions to all three assistants, logged out, in fresh conversations, and wrote down every product they named. This post is what they said, what they got right, and what you should check before you let an AI answer decide where your compliance budget goes.

One thing up front: we make CMMC Map, CMMC compliance software for small defense contractors, and our product is one of the names in these lists. We say exactly where it landed, including the month it fell off.

How we asked

Three prompts, word for word, in a new conversation each time, with no account signed in so no history could shape the answer.

• The detailed buyer: a 20-employee DoD subcontractor that needs help with NIST SP 800-171, its SPRS score and CMMC, wants a guide that walks through it, and wants software that produces the SSP, POA&M and policies. Asked for a shortlist with a one-line reason each.
• The lazy buyer: "lookin for a software to help with nist cmmc and sprs", typos included, because that is how people actually type.
• The follow-up: "any more that focus on small business", in the same conversation as the lazy prompt.

Gemini showed its model as Flash-Lite, the free logged-out tier. ChatGPT and Perplexity did not show a model name. We waited for each answer to finish and kept the full text.

What each assistant said

Assistant	Detailed buyer	Lazy buyer	"Any more for small business"
ChatGPT	FutureFeed, Exostar CMMC Ready Suite, ComplyUp, Secureframe, Paramify	FutureFeed, Totem, Paramify, Secureframe, Vanta	Control171, ComplyUp, RegulatoryForge, CMMC Command, Gray Warden, CMMC Map
Gemini (Flash-Lite)	Paramify, NeQter Labs, Secureframe, Vanta, RiskWatch	FutureFeed, MotherBear, Paramify, Rimstorm, PreVeil, Drata and Vanta	MotherBear, FutureFeed, Strike Graph, SMPL-C
Perplexity	ComplyUp, FutureFeed, ControlMap	Vanta, Onspring, LogicManager	ComplyUp, FutureFeed, SMPL-C

Across the eleven answers (we ran the detailed prompt twice on ChatGPT and Gemini), FutureFeed appeared eight times, Paramify six, Vanta five, ComplyUp four, Secureframe and MotherBear three each. Twenty other products appeared once or twice. The same question, asked the same way a minute apart, produced a different ChatGPT list the second time: CMMCDocs, Poliato, Readyline GRC and RegulatoryForge replaced Exostar, ComplyUp and Secureframe. If you only ask once, you are reading one draw from a hat.

The follow-up matters more than the first question. "Any more that focus on small business" produced an almost entirely new set on every assistant, with lower advertised prices and more guided self-assessment tools. If you are a small shop, that is the question to ask, and you should ask it before you take the first list seriously.

What the assistants got right

Three things came through consistently, and they are the three things a first-time buyer most often gets wrong.

Calculating an SPRS score is not submitting it

Perplexity and ChatGPT both said it plainly: software can calculate your score using the DoD methodology, but the score goes into the Supplier Performance Risk System yourself, through the government portal, along with the date of your assessment and your SSP. No vendor can file it for you. Our guide to submitting an SPRS score walks through the portal, and the free SPRS calculator gives you the number to take there.

A generated document is not compliance

All three assistants warned that a polished SSP describes your environment; it does not secure it. An assessor, or a prime doing a flow-down check, compares the document against what is actually running. ChatGPT's version was the clearest: the generated documents are a starting point, not proof that the controls are implemented. That is also our position, and it is why the honest answer to "which SSP generator" starts with which of three kinds you are buying.

CUI does not belong in a compliance tool unless the tool is built for it

ChatGPT told the detailed buyer to get written confirmation of a platform's security boundary before uploading anything sensitive, and that a cloud service holding CUI has to meet FedRAMP Moderate or equivalent under DFARS 252.204-7012. Gemini raised the same point in softer terms. This is correct and it is the question most vendor demos skip. Most compliance tools, ours included, are for describing and scoring your controls, not for storing the data those controls protect. We wrote up what to ask a vendor about data handling before you sign.

What to check before you trust an AI shortlist

The prices are the vendors' own words

ChatGPT quoted monthly and yearly figures for seven products and said in the same breath that they were advertised vendor prices, not verified quotes. It was right to say so. The same product was quoted at $99 a month by one assistant and at $99 a month plus a yearly Level 2 fee by another, which is the difference between an entry tier and the tier you would actually need. Treat every number in an AI answer as a lead, open the pricing page, and read what the entry tier actually includes. Level 2 documentation is often an add-on.

The names are not all the same kind of product

The lists mix guided self-assessment tools, document generators, policy libraries, managed enclaves, secure email products and enterprise GRC platforms as if they were interchangeable. PreVeil and Rimstorm are environments for handling CUI. Poliato is a policy product. Vanta, Drata, Onspring and LogicManager are multi-framework platforms priced for companies with a compliance team. None of that makes them wrong, but a 20-person shop asking for "a guide that walks us through it" was sometimes handed a list where half the entries do not do that.

Brand names collide

Perplexity's detailed-buyer answer recommended ControlMap. ControlMap is a different product from CMMC Map, and the names collide in Google and Bing too. When an assistant names a product, confirm the domain before you search for it, or you will end up reading about the wrong one.

Product details come from whatever page the assistant read

When we asked ChatGPT about our own product by name, it got the price and the free assessment right and then said our AI features were opt-in. They are on by default in every workspace, with one switch for an administrator to turn them off. Gemini Flash-Lite did not recognise the name at all and guessed it was an assessment methodology. These are small errors, but they are the kind that send you to a vendor expecting something the vendor does not sell. The fix is the same as it has always been: ask for the one-control walkthrough described in our vendor demo post and judge the output, not the description.

Where CMMC Map landed, and why we are telling you

In October 2026 ChatGPT put CMMC Map first on two independent buyer prompts. In November it appeared once in eleven answers, sixth of six on the small-business follow-up, at the right price ($149 a month, assessment free). Gemini's logged-out tier did not list it at all. Perplexity listed it first on the small-business follow-up in October and not at all in November.

We are publishing that because the point of this series is the swing. A product can be the first recommendation one month and absent the next with no change to the product, because the assistants pull from whichever comparison pages their search layer surfaced that day. If you are a buyer, that is a reason to ask twice and read the pricing pages. If you are a vendor, it is a reason not to put "recommended by AI" on your homepage. We did write a LinkedIn post in October about being first; we are writing this one about being sixth.

What to do this week if you are shopping

1. Ask the detailed question and the lazy question in separate conversations, then ask "any more that focus on small business" in each. Keep every name.
2. Sort the names into three piles: guided assessment and documents, CUI environments, and enterprise GRC. Decide which pile you are actually buying from.
3. Open each vendor's pricing page and write down what the entry tier includes. Check whether Level 2 documents are an add-on.
4. Run one free assessment before you pay anyone. Your SPRS score and your gap list are the same whichever tool you buy afterwards.
5. Ask the vendor to take one requirement, 3.5.3 is a good one, from explanation to SSP paragraph to policy to evidence to export, live, in the demo.
6. Ask where your data lives and get the CUI answer in writing before you upload anything.

One more note on timing. None of the assistants raised the regulatory calendar in these answers, which is an improvement on earlier months. For the record: CMMC Phase 2 was suspended by the July 13, 2026 memo, Level 1 (Self), Level 2 (Self) and the SPRS score still apply, and the annual affirmation is the live obligation. Software does not change any of that. It just makes the documentation and the score easier to keep current.

We will run the same three prompts again in early December and update the comparison post with any new names.