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GTM AI Index
Index › Products › Market Logic · October 2026 Edition
1 category · Named, not ranked

Market Logic

11Judge labels
0First choices
1Negative labels
5 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Standing
4 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Market Logic was named 4 times in Market intelligence, where Apollo.io led with 17%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In market intelligence · 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 Market Logic 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 rateLabelsQuadrantSince September 2026
Market intelligence platformsGTM data and infrastructure0%68 of 17225%4under 10 labels · led by Apollo.io at 17%

Movement

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

By model

How each model treated Market Logic across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500101
GPT-5.4 mini01001
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00011
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00101
Muse Glimmer 30B00000

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
Paraphrase1 labelNone
Comparative9 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative1 labelNone
First choiceAlternativeMentionNegative11 labels in all, every segment counted; 0 of the 0 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.

“Choose Contify/Market Logic/Stravito/Valona if you want a broader enterprise intelligence layer” GPT-5.4 mini · Market intelligence · comparative prompt · alternative

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.

“Poor search functionality ... consistent negative themes” DeepSeek V4 Flash · Market intelligence · negative prompt · soft negative

Named alongside

The products named in the same answers as Market Logic, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Market Logic was named but was not.
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ProductSame answerTook the first choice insteadHead to head
AlphaSense9 of 116Not among the top eight
Contify8 of 110Not among the top eight
Crayon8 of 110Not among the top eight
Klue7 of 110Not among the top eight
Similarweb6 of 110Not among the top eight
Stravito6 of 110Not among the top eight
Northern Light SinglePoint5 of 110Not among the top eight
Valona Intelligence5 of 110Not among the top eight
ChapsVision4 of 110Not among the top eight
Comintelli4 of 110Not among the top eight
A head-to-head page exists where both products are among a category's top eight. 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 Market Logic. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 11 of the 11 answers that named Market Logic and are not a share of its labels.

Domains cited

gartner.com6
contify.com5
northernlight.com5
alpha-sense.com4
g2.com4
guideflow.com4
pipeline.zoominfo.com4
demandbase.com3
funnel.io3
improvado.io3

No domain is on file for Market Logic, so its own site is not marked.

Pages cited

Pages are listed as the models cited them.

Follow Market Logic

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

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 Market Logic'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 Market Logic, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Market Logic by email, built from the raw record of the edition. It shows:

  • where Market Logic is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Market Logic, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at the vendor's own domain is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.