| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| SMS and WhatsApp marketing platforms | Marketing | 6% | 5 of 111 | 5% | 39 | accepted challenger | |
| AI voice agents | Customer | 2% | 13 of 103 | 0% | 4 | under 10 labels · led by Retell AI at 27% | |
| Contact center platforms | Customer | 0% | 39 of 86 | 0% | 2 | under 10 labels · led by Five9 at 18% | |
| Tag management | GTM data and infrastructure | 0% | 51 of 67 | 0% | 1 | under 10 labels · led by Google Tag Manager at 81% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 3 | 2 | 0 | 0 | 5 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 0 | 4 |
| Perplexity Sonar | 2 | 0 | 1 | 1 | 4 |
| Grok 4.20 | 2 | 1 | 1 | 0 | 4 |
| Mistral Small | 0 | 0 | 3 | 0 | 3 |
| DeepSeek V4 Flash | 2 | 1 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 2 | 0 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 4 | 1 | 0 | 5 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 2 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 2 | 2 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“route messages through the official WhatsApp Business Cloud API (e.g., Wati, Respond.io, CleverTap, Twilio, Bird, or AiSensy)” Gemini 3.5 Flash · SMS & WhatsApp · negative prompt · first choice
“If you want the safest general recommendation for a mid-sized B2B company, I'd go with Twilio for both SMS and WhatsApp.” GPT-5.4 mini · SMS & WhatsApp · paraphrase prompt · first choice
“Established platforms like Twilio, Klaviyo, Attentive, SimpleTexting with clear pricing and compliance features” Kimi K2 · SMS & WhatsApp · negative prompt · first choice
“Twilio | Official WhatsApp/SMS, dev-friendly, reliable routes. | Complex for non-devs, per-msg fees.” Grok 4.20 · SMS & WhatsApp · negative 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.
“Twilio, if you want a ready-made marketing dashboard and have no technical support. It isn’t a “bad” choice; it’s a programmable messaging platform, so it may mean more setup and operational work” GPT-6 Luna · SMS & WhatsApp · negative prompt · soft negative
“better if you have some technical setup capacity rather than needing an all-in-one easy tool” Perplexity Sonar · SMS & WhatsApp · budget 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 153 of the 160 answers that named Twilio and are not a share of its labels.
402 of the 457 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.
Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
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: