Every category where a model named Twilio Segment Unify 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.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Identity resolution	GTM data and infrastructure	6%	3 of 140	21%	34	accepted challenger	▼−1Since September 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.

Movement

Since September 2026, Twilio Segment Unify held within the floor in its one category: no change cleared 11 points.

Best category · Identity · by segment

Small business▼−9Since September 2026: 15% → 6%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.

6%from 15% in September 2026

Inside the floor by 2 pointsRank 1 → 8 of 125

Mid-market▼−1Since September 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.

7%from 8% in September 2026

Inside the floor by 10 pointsRank 3 of 131, unchanged

Enterprise▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.

2%from 0% in September 2026

Inside the floor by 9 pointsRank 122 → 24 of 89

All categories · Mid-market

Category	September 2026	Now	Change	Reading	Rank
Identity	8%	7%	▼−1Since September 2026: 8% → 7%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.	Within noise	Rank 3 of 140, unchanged

Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.

The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions

By model

How each model treated Twilio Segment Unify across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	1	2	0	3
GPT-5.4 mini	0	1	1	1	3
Gemini 3.5 Flash	0	0	2	1	3
Perplexity Sonar	0	1	0	1	2
Grok 4.20	2	0	0	0	2
Mistral Small	0	2	1	0	3
DeepSeek V4 Flash	0	1	1	0	2
Llama 4 Maverick	0	0	1	0	1
Qwen 3.7 Flash	0	1	1	2	4
Kimi K2	0	2	1	1	4
GLM 4.7 FlashX	1	1	0	0	2
MiniMax M2.5	0	1	0	0	1
GPT-6 Luna	0	2	0	1	3
Muse Glimmer 30B	0	1	0	0	1

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

Direct16 labels2

Paraphrase4 labels1

Comparative20 labels8not counted in share

Budget-constrained16 labels2

Scale-constrained14 labels2

Negative13 labels1not counted in share

First choiceAlternativeMentionNegative83 labels in all, every segment counted; 7 of the 16 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.

“Most mid-market B2B companies will benefit most from starting with Twilio Segment due to its balance of features, pricing, and flexibility” GLM 4.7 FlashX · Identity · direct prompt · first choice

“I'd recommend Twilio Segment as the top customer identity matching service.” Grok 4.20 · Identity · paraphrase prompt · first choice

“Twilio Segment (Top Pick for Most Mid-Market B2B)” Grok 4.20 · Identity · direct prompt · first choice

“Good for mid-market teams needing real-time event streaming and a packaged CDP, but more focused on B2C journeys” Mistral Small · Identity · direct 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.

“Black-box CDPs like Segment, mParticle, Tealium, and Simon Data when they require rigid schemas, keep the identity graph inside their own system” Perplexity Sonar · Identity · negative prompt · hard negative

“Once you exceed the limits of the free plan ... the cost jumps up significantly ... watch the pricing walls as you scale.” Qwen 3.7 Flash · Identity · budget prompt · soft negative

“an expensive, packaged third-party Customer Data Platform (CDP) like Salesforce Data Cloud or Segment” Gemini 3.5 Flash · Identity · direct prompt · soft negative

“labeled these three as "Criticized Challengers" specifically regarding identity resolution” Qwen 3.7 Flash · Identity · negative prompt · soft negative

Named alongside

The products named in the same answers as Twilio Segment Unify, over the 81 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Twilio Segment Unify was named but was not.

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ProductSame answerTook the first choice insteadHead to head

LiveRamp Identity Resolution52 of 818Compare →

Hightouch Adaptive Identity Resolution40 of 8110Compare →

Tealium31 of 810Not among the top eight

Amperity30 of 813Not among the top eight

Salesforce Data Cloud29 of 812Not among the top eight

mParticle IDSync26 of 810Not among the top eight

RudderStack17 of 814Not among the top eight

FullContact17 of 812Compare →

Adobe Real-Time CDP16 of 810Not among the top eight

Experian Identity Resolution15 of 810Not 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 Twilio Segment Unify. 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 71 of the 81 answers that named Twilio Segment Unify and are not a share of its labels.

Domains cited

guideflow.com39

prospeo.io38

checkthat.ai29

oppora.ai27

devopsschool.com26

gtm-ai-index.com26

g2.com25

scmgalaxy.com24

softwaresuggest.com23

sourceforge.net23

280 of the 280 domain citations in answers naming Twilio Segment Unify came from somebody else's page.

Pages cited

guideflow.com/blog/identity-resolution-software38

prospeo.io/s/identity-resolution-software37

oppora.ai/blog/identity-resolution-software27

checkthat.ai/answers/what-are-the-best-identity-resolution-tools26

devopsschool.com/blog/top-10-identity-resolution-platforms-features-pros-cons-comparison26

scmgalaxy.com/tutorials/top-10-identity-resolution-platforms-features-pros-cons-comparison24

softwaresuggest.com/identity-resolution-software23

redpointglobal.com/blog/best-identity-resolution-platforms20

Pages are listed as the models cited them.

Search and answers

Where Twilio Segment Unify stands in Google search beside where it stands in the models' answers.

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In search

Google, US estimates

Searches for its name, Google: 10 a month (“twilio segment unify”)
AI search demand for its name, est.: 0 a month
Its own site: It sits on Twilio's site (twilio.com), so there are no site figures for it alone

In answers

This edition

Share of first choices

rank 3 of 140 in identity

Segment leader

12%

Hightouch Adaptive Identity Resolution

First choices: 7 across its categories
Named in: 81 answers
Its own site cited: in 71 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

Names read as Twilio Segment Unify

What the judge wrote, as written, with how often. The vendor table decides that these count as Twilio Segment Unify; a claim can dispute any of them.

Segment 15Twilio Segment 13Segment (Twilio) 2Twilio Segment (Unify / Profiles) 1Twilio/Segment CDP 1

Follow Twilio Segment Unify

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.

The company

Twilio is the company behind Twilio Segment Unify.

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On record

Wikidata

Website: twilio.com
Headquarters: San Francisco, United States
Founded: 2008
Ownership: Public, TWLO on New York Stock Exchange
Also from Twilio: Segment, SendGrid, Twilio Conversations, Twilio Engage, Twilio Flex, Twilio Lookup, Twilio Notify, Twilio Programmable Chat and 3 more

Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase

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 Twilio Segment Unify'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 Twilio Segment Unify, 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 Twilio Segment Unify by email, built from the raw record of the edition. It shows:

where Twilio Segment Unify 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 Twilio Segment Unify, 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.

Badges

Wins only: a badge exists where Twilio Segment Unify is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.

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Twilio Segment Unify is among the products AI models recommend first in Identity resolution this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges

Show the code

<a href="https://gtm-ai-index.com/gtm-data/identity-resolution/"><img src="https://gtm-ai-index.com/badges/2026-10/twilio-segment-unify--identity-resolution-wide.svg" alt="Among AI models' top three in Identity resolution, October 2026 Edition, GTM AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Identity resolution standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides

Show the code

<a href="https://gtm-ai-index.com/gtm-data/identity-resolution/"><img src="https://gtm-ai-index.com/badges/2026-10/twilio-segment-unify--identity-resolution-square.svg" alt="Among AI models' top three in Identity resolution, October 2026 Edition, GTM AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Identity resolution standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer

Show the code

<a href="https://gtm-ai-index.com/gtm-data/identity-resolution/"><img src="https://gtm-ai-index.com/badges/2026-10/twilio-segment-unify--identity-resolution-compact.svg" alt="Among AI models' top three in Identity resolution, October 2026 Edition, GTM AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Identity resolution standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.