IT AI Index
Index Vendors › Fair TPRM · September 2026 Edition
1 category · Named, not ranked

Fair TPRM

2Judge labels
1First choices
0Negative labels
2 of 12Models named it
1Category
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Standing
1 label, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Fair TPRM was named 1 time in TPRM, where UpGuard led with 53%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In tprm · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Fair TPRM for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrant
Third-party risk managementSecurity operations2%13 of 720%1under 10 labels · led by UpGuard at 53%

Movement

This is the first edition on this tier, so no move can be computed for Fair TPRM yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Fair TPRM across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K210001
GLM 4.7 FlashX00000
MiniMax M2.500000

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative0 labelsNone
Budget-constrained2 labels1
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative2 labels in all, every segment counted; 1 of the 1 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Fair TPRM (Best Free/Open-Source Choice)” Kimi K2 · TPRM · budget prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Fair TPRM, over the 2 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Fair TPRM was named but was not.
ProductSame answerTook the first choice insteadHead to head
LT-VRM2 of 21Not in the top three
UpGuard2 of 20Not in the top three
Bitsight1 of 20Not in the top three
Cynomi1 of 20Not in the top three
Drata1 of 20Not in the top three
Mitti1 of 20Not in the top three
OneTrust Third-Party Risk Management1 of 20Not in the top three
Prevalent Vendor Threat Monitor1 of 20Not in the top three
ProcessUnity1 of 20Not in the top three
SecurityScorecard1 of 20Not in the top three
A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Fair TPRM. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 1 of the 2 answers that named Fair TPRM and are not a share of its labels.

Domains cited

fairtprm.comYour site1
gartner.com1
github.com1
gitnux.org1
learn.g2.com1
learntprm.com1
mitratech.com1
riskledger.com1
securityboulevard.com1
shieldrisk.ai1

Nine of the ten domain citations in answers naming Fair TPRM came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Fair TPRM's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Fair TPRM, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at fairtprm.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.

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