Index › GTM › Products › Vapi · November 2026 Edition
AI voice agents · Ranked

Vapi

Vapi is a developer platform for building AI voice agents · vapi.ai ↗

#3Best rank (mid-market)
14/14Models named it
8First choices
34Warnings
November 2026 Edition · all company sizes counted.
Ranked inAI voice agents #3 mid-market
What AI models recommend

Read the same way at every company size.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“Choose Vapi or Retell AI if you are a developer or team building a scalable, customized phone agent”Gemini 3.5 Flash · Comparative question · first choice
“Vapi offers the most flexibility—you can swap speech-to-text, LLM, and TTS providers”MiniMax M2.5 · Comparative question · first choice
“Often cited as having the most flexible infrastructure... Choose Retell AI or Vapi”Qwen 3.7 Flash · Comparative question · first choice
“Top Pick: Vapi ... It offers a free plan to start. You only pay for what you use.”Qwen 3.7 Flash · Budget-constrained question · first choice

What gives them pause

“Multiple AI model reviews flag Vapi with a high negative share (43% negative labels in one analysis).”Mistral Small · Negative question · warning
“Vapi - 43% of labels are negative, and 8 out of 14 models have negative sentiments.”Llama 4 Maverick · Negative question · warning
“Vapi, if you want a turnkey, low-maintenance setup or maximum control over the whole stack. Its docs say recordings, logging, and transcription are enabled by default”GPT-6 Luna · Negative question · warning
“Do not rely solely on "SOC 2 Type 2" marketing claims... can require substantial engineering, testing, monitoring, and ongoing maintenance”Perplexity Sonar · Negative question · warning

Also on the shortlist

The products named in the same answers as Vapi, over the 135 answers that named it, and how often each was the first choice instead.

What the models named instead of Vapi →

A side-by-side page exists where both products are among a category's top eight.

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Vapi came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 132 of the 135 answers that named Vapi and are not a share of its labels.

Domains cited

synthflow.ai51
cloudtalk.io49
retellai.com47
cartesia.ai39
bland.ai35
getvoip.com32
kore.ai31
technologyadvice.com30
monday.com27
botphonic.ai24

365 of the 365 domain citations in answers naming Vapi came from a third party's page.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Vapi across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.503003
GPT-5.4 mini11114
Gemini 3.5 Flash22105
Perplexity Sonar02013
Grok 4.2014016
Mistral Small00112
DeepSeek V4 Flash04105
Llama 4 Maverick01214
Qwen 3.7 Flash22105
Kimi K202002
GLM 4.7 FlashX02002
MiniMax M2.512003
GPT-6 Luna03014
Muse Glimmer 30B02204

What it publishes

Addresses on vapi.ai
1,429
subdomains included
Content
280
counted in the table below
Documentation
564
Product · Integration
1 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog171112026-09-23
Template or tool37undated
Comparison3412026-08-25
Case study1102026-05-07
Report or ebook10undated
Glossary or explainer602025-06-09
Webinar or virtual event522026-09-24
Conference or event312026-09-16
Podcast or video202025-05-23
News or press1undated
How it is countedHide how it is counted

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.