| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| AI voice agents | Customer | 13% | 3 of 103 | 33% | 39 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 2 | 0 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 1 | 3 | 0 | 0 | 4 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 1 | 2 | 0 | 2 | 5 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 2 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 2 | 0 | 0 | 1 | 3 |
| Kimi K2 | 0 | 1 | 0 | 2 | 3 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 2 | 1 | 0 | 1 | 4 |
| Muse Glimmer 30B | 1 | 1 | 0 | 2 | 4 |
Verbatim evidence the judge attached to positive labels.
“*Developer-first / Infrastructure:* Vapi, Retell AI, Vocode, or Bland.ai. (Excellent for high customization, low latency, and BYO keys).” Gemini 3.5 Flash · AI voice agents · scale prompt · first choice
“Choose Vapi if you want the fastest path to a production phone agent or a configurable voice-agent stack across many providers.” GPT-5.4 mini · AI voice agents · comparative prompt · first choice
“For pure usage cost, Vapi is the lowest hosting entry point and Retell is the most quoted all-in low price with no platform fee.” Muse Glimmer 30B · AI voice agents · budget prompt · first choice
“If you have a dedicated engineering team: Choose Vapi. It gives you the most control over cost and quality” Qwen 3.7 Flash · AI voice agents · 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.
“Vapi — Pricing Concerns - 55% price increase in December 2025” Kimi K2 · AI voice agents · negative prompt · hard negative
“"API-First Only" Tools (e.g., Vapi, ElevenLabs): If you are not a developer, you should strictly avoid platforms that offer no visual builder” Qwen 3.7 Flash · AI voice agents · negative prompt · soft negative
“it should be avoided or heavily vetted for regulated data like PHI, PCI, or GDPR-protected data without a signed Business Associate Agreement” Muse Glimmer 30B · AI voice agents · negative prompt · soft negative
“A recent Trustpilot page for Vapi, for example, contains multiple reviews alleging poor latency and slow support response times.” GPT-5.4 mini · AI voice agents · 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 102 of the 107 answers that named Vapi and are not a share of its labels.
342 of the 342 domain citations in answers naming Vapi 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 |
|---|---|---|---|---|---|
| Blog | 171 | 11 | 2026-09-23 | ||
| Template or tool | 37 | undated | |||
| Comparison | 34 | 1 | 2026-08-25 | ||
| Case study | 11 | 0 | 2026-05-07 | ||
| Report or ebook | 10 | undated | |||
| Glossary or explainer | 6 | 0 | 2025-06-09 | ||
| Webinar or virtual event | 5 | 2 | 2026-09-24 | ||
| Conference or event | 3 | 1 | 2026-09-16 | ||
| Podcast or video | 2 | 0 | 2025-05-23 | ||
| News or press | 1 | undated |
Every page vapi.ai 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.
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 Vapi'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 Vapi, 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 Vapi by email, built from the raw record of the edition. It shows:
Vapi is among the products AI models recommend first in AI voice agents 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.