| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Communications APIs | Developer platform | 43% | 1 of 71 | 30% | 71 | criticized default |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 1 | 2 | 5 |
| GPT-5.4 mini | 3 | 0 | 0 | 2 | 5 |
| Gemini 3.5 Flash | 1 | 0 | 1 | 4 | 6 |
| Perplexity Sonar | 3 | 0 | 0 | 1 | 4 |
| Grok 4.1 Fast | 4 | 0 | 0 | 2 | 6 |
| Mistral Small | 4 | 0 | 1 | 0 | 5 |
| DeepSeek V4 Flash | 2 | 0 | 1 | 3 | 6 |
| Llama 4 Maverick | 0 | 0 | 3 | 0 | 3 |
| Qwen 3.7 Flash | 2 | 0 | 2 | 2 | 6 |
| Kimi K2 | 3 | 1 | 0 | 2 | 6 |
| GLM 4.7 FlashX | 3 | 1 | 0 | 1 | 5 |
| MiniMax M2.5 | 1 | 2 | 1 | 0 | 4 |
| GPT-6 Luna | 3 | 1 | 0 | 0 | 4 |
| Muse Glimmer 30B | 2 | 1 | 1 | 2 | 6 |
Verbatim evidence the judge attached to positive labels.
“Broad, mature CPaaS platform with strong APIs for messaging, voice, video, email, verification, and SIP trunking. It's often chosen for breadth of ecosystem and developer tooling.” GPT-5.4 mini · CPaaS · comparative prompt · first choice
“the best default choice is usually Twilio if you want the broadest platform, strongest ecosystem, and the least risk of outgrowing your provider” GPT-5.4 mini · CPaaS · direct prompt · first choice
“For most mid-market B2B companies, Twilio remains the safest default choice due to its completeness, documentation, ecosystem, and scalability.” DeepSeek V4 Flash · CPaaS · direct prompt · first choice
“Twilio is the category-defining platform. It is the most widely adopted due to its massive documentation, developer community, and reliability.” GLM 4.7 FlashX · CPaaS · comparative prompt · first choice
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.
“Why avoid the market leader (Twilio)?” Qwen 3.7 Flash · CPaaS · budget prompt · hard negative
“Be cautious of any provider with repeated incident history or frequent carrier-related disruptions. Twilio's and Sinch's public incident pages show that incidents can still happen” GPT-5.4 mini · CPaaS · negative prompt · soft negative
“many mid-market companies have migrated away due to escalating carrier surcharges, complex compliance procedures, and poor customer support at non-enterprise tiers” Gemini 3.5 Flash · CPaaS · paraphrase prompt · soft negative
“some Twilio alternatives are noted as having no outbound SMS or marketing messaging capabilities, making them a poor choice if you need campaigns” Perplexity Sonar · CPaaS · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 202 of the 219 answers that named Twilio and are not a share of its labels.
508 of the 593 domain citations in answers naming Twilio came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 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.
| 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 |
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.
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.
What Twilio's own pages state, read October 5, 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.
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'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, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Twilio by email, built from the raw record of the edition. It shows:
AI models recommend Twilio first in Communications APIs 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.
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.