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Index › GTM › Products › Numerator Verified Voices · November 2026 Edition

Audience and consumer insights platforms · Named, not ranked

Numerator Verified Voices

–Too few to rank

3/14Models named it

0First choices

1Warnings

November 2026 Edition · all company sizes counted.

Ranked inAudience and consumer insights platforms #107 mid-market

What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Numerator Verified Voices has 1.

Why models recommend it

“Best for: Purchase behavior tied to demographic data”GLM 4.7 FlashX · Comparative question · alternative

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as Numerator Verified Voices, over the 7 answers that named it, and how often each was the first choice instead.

Product	Named together	Picked instead
Meltwater	4	1	View →
Brandwatch Consumer Intelligence	4	0	View →
Dscout	4	0	View →
GWI	4	0	View →
SurveyMonkey	4	0	View →
UserTesting	4	0	View →
Adobe Real-Time CDP	3	0	View →
Market Logic	3	0	View →
Sprinklr Insights	3	0	View →
Statista Consumer Insights	3	0	View →

A side-by-side page exists where both products are among a category's top eight.

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Numerator Verified Voices came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 7 of the 7 answers that named Numerator Verified Voices and are not a share of its labels.

Domains cited

g2.com7

meltwater.com4

listenlabs.com3

quid.com3

statista.com3

guideflow.com2

hellocustomer.com2

hginsights.com2

learn.g2.com2

merciv.com2

No domain is on file for Numerator Verified Voices, so its own site is not marked.

Pages cited

meltwater.com/en/blog/top-consumer-insights-tools-companies4

g2.com/categories/consumer-insights-platforms/enterprise3

listenlabs.com/articles/enterprise-consumer-insights-tools-20263

statista.com/consumer-insights3

g2.com/categories/consumer-insights-platforms2

g2.com/categories/market-intelligence/enterprise2

hellocustomer.com/en/blog/10-best-consumer-insights-platforms2

learn.g2.com/best-audience-intelligence-platforms-for-enterprises2

Pages are listed as the models cited them.

By model

How each model answered on Numerator Verified Voices across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

Model	Alternative	Labels
Claude Haiku 4.5	0	0
GPT-5.4 mini	0	0
Gemini 3.5 Flash	0	0
Perplexity Sonar	0	0
Grok 4.20	0	0
Mistral Small	0	0
DeepSeek V4 Flash	0	0
Llama 4 Maverick	0	0
Qwen 3.7 Flash	0	0
Kimi K2	0	0
GLM 4.7 FlashX	1	1
MiniMax M2.5	0	0
GPT-6 Luna	0	0
Muse Glimmer 30B	0	0