Small businessgoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 11 pointsNot ranked
4 categories · Named, not rankedTwilio Segment
11Judge labels
0First choices
5Negative labels
6 / 14Models named it
4Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Standing
6 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Twilio Segment was named 6 times in CIAM and 3 other categories, where Frontegg led with 21%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small businessnot named
0%
No model named it for this buyer.
Mid-market55 of 70
0%2 labels
under the label threshold
Enterprise64 of 69
0%1 label
under the label threshold
In ciam · 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 Twilio Segment 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 |
|---|---|---|---|---|---|---|---|
| Customer identity and access management | Identity and access | 0% | 55 of 70 | 50% | 2 | under 10 labels · led by Frontegg at 21% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Telemetry pipelines | IT operations and endpoint | 0% | 108 of 124 | 50% | 2 | under 10 labels · led by OpenTelemetry Collector at 37% | |
| ETL and ELT | Data platform | 0% | 38 of 75 | 0% | 1 | under 10 labels · led by Fivetran at 40% | newNew since September 2026: not ranked then, 0% now. |
| Master data management | Data platform | 0% | 62 of 92 | 0% | 1 | under 10 labels · led by Profisee MDM at 41% |
Movement
Since September 2026, Twilio Segment held within the floor in all four categories: no change cleared 11 points.
Best category · CIAM · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 37 → 57 of 61
EnterprisenewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 57 of 62, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| CIAM | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 37 → 55 of 70 |
| Telemetry pipelines | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 108 of 124, unchanged |
| ETL | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 38 of 75, unchanged |
| Master data | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 62 of 92, 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 across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Twilio Segment across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 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
Direct4 labelsNone
Paraphrase1 labelNone
Comparative0 labelsNone
Budget-constrained0 labelsNone
Scale-constrained2 labelsNone
Negative4 labelsNone
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 Fivetran + Segment if you need stronger event collection” Perplexity Sonar · ETL · paraphrase prompt · alternative
“Ingestion: Segment or RudderStack” GPT-5.4 mini · Telemetry pipelines · 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.
“Traditional CDPs used as identity platforms such as Segment... often rigid, incomplete, and can create vendor lock-in” Perplexity Sonar · CIAM · negative prompt · hard negative
“Traditional consumer CDPs like Twilio Segment are often too expensive and lack native B2B account-level mapping.” Gemini 3.5 Flash · Telemetry pipelines · direct prompt · soft negative
Named alongside
The products named in the same answers as Twilio Segment, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Twilio Segment was named but was not.ShowHide
Named alongside
The products named in the same answers as Twilio Segment, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Twilio Segment was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
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. 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 8 of the 11 answers that named Twilio Segment and are not a share of its labels.
Domains cited
checkthat.ai3
cyberpress.org3
cybersecuritynews.com3
descope.com3
guideflow.com3
ibtimes.com3
improvado.io3
loginradius.com3
workos.com3
akamai.com2
Twenty-nine of the twenty-nine domain citations in answers naming Twilio Segment came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
twilio.com is not in Google's top ten for any of the category's searches. In the answers, Twilio Segment takes 0% of first choices and Frontegg takes 21%.ShowHide
Search and answers
twilio.com is not in Google's top ten for any of the category's searches. In the answers, Twilio Segment takes 0% of first choices and Frontegg takes 21%.
ShowHideIn search
Google, US estimatesPosition for “customer identity platform”
–
not in the top ten
Position for “customer identity platforms”
–
not in the top ten
- Organic visits to its site
- about 1,028,633 a month
- Searches its site ranks for
- 52,455 · 6,060 in the top three
- Sites linking to it
- 82,348
- Paid Google search
- 14 searches its ads show for, about 62 clicks and $935 a month (estimate)
In answers
This editionShare of first choices
0%
rank 55 of 70 in CIAM
Segment leader
21%
Frontegg
- First choices
- 0 across its categories
- Named in
- 11 answers
- Its own site cited
- in 8 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.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on twilio.com
12,213
subdomains included
Content
758
counted in the table below
Documentation
6,182
Product · Integration
0 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 354 | 1 | 2026-09-14 | ||
| Podcast or video | 134 | undated | |||
| Report or ebook | 98 | undated | |||
| Conference or event | 95 | 1 | 2026-09-22 | ||
| Blog | 59 | 18 | 2026-09-24 | ||
| Webinar or virtual event | 6 | 2 | 2026-09-10 | ||
| News or press | 6 | 0 | 2026-05-05 | ||
| Comparison | 4 | 1 | 2026-09-17 | ||
| Template or tool | 2 | undated |
Most recent
- 2026-09-24Ai voice agent interruption handling blog
- 2026-09-24Lost context between channels blog
- 2026-09-24Ai agent orchestration blog
- 2026-09-22Customer data activation problem blog
- 2026-09-22Twilio ciptex colony manchester september 2026 conference or event
- 2026-09-21Why AI agents are only as smart as your data infrastructure blog
How it is countedHide how it is counted
Every page twilio.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Names read as Twilio Segment
What the judge wrote, as written, with how often. The vendor table decides that these count as Twilio Segment; a claim can dispute any of them.
Segment 5
Follow Twilio Segment
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 Segment is its own company.ShowHide
The company
Twilio Segment is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Customer Data Platform
- For
- organizations
- Price stated
- Pricing is customized based on your needs. twilio.com/en-us/pricing
- Customers named
- IBMDomino's
- Not stated on the pages read
- Starting price, free plan or trial, integrations, certifications, hosting
What Twilio Segment's own pages state, read October 6, 2026: twilio.com, twilio.com/en-us/pricing, twilio.com/de-de/trust, twilio.com/en-us/solutions/ivr, twilio.com/en-us/lp/data-you-can-depend-on/customer-stories. A claimed page can correct any of 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 Twilio Segment'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, 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 by email, built from the raw record of the edition. It shows:
- where Twilio Segment 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, 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.