Zero of fourteen models named Vapi first on the direct prompt; zero named ElevenLabs. Vapi was named by fourteen of the fourteen models and ElevenLabs by eleven and Vapi carries 52 labels and ElevenLabs 20, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the AI voice agents page.
Across every category in the November 2026 Edition, Vapi and ElevenLabs were named in the same answer thirty-five times, of the 135 answers naming Vapi and the 41 naming ElevenLabs. In those answers ElevenLabs took the first choice three times and Vapi three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Multiple AI model reviews flag Vapi with a high negative share (43% negative labels in one analysis).” Mistral Small · negative prompt · hard negative
“Vapi - 43% of labels are negative, and 8 out of 14 models have negative sentiments.” Llama 4 Maverick · negative prompt · hard negative
“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 prompt · soft negative
“Choose Vapi or Retell AI if you are a developer or team building a scalable, customized phone agent” Gemini 3.5 Flash · comparative prompt · first choice
“Vapi offers the most flexibility—you can swap speech-to-text, LLM, and TTS providers” MiniMax M2.5 · comparative prompt · first choice
“Often cited as having the most flexible infrastructure... Choose Retell AI or Vapi” Qwen 3.7 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“basic ones like ElevenLabs/Goodcall (better for very small teams or voice quality focus only)” Grok 4.20 · paraphrase prompt · hard negative
“Avoid or audit heavily for any use involving real people's voices.” Grok 4.20 · negative prompt · hard negative
“users praise ease of use, but recurring complaints mention expensive pricing, non-carryover credits, and pronunciation issues” GPT-5.4 mini · negative prompt · soft negative
“I'd recommend starting with Quo Sona or ElevenLabs (both have free tiers)” MiniMax M2.5 · budget prompt · first choice
“ElevenLabs is attractive, but it's not always the cheapest once you include LLM costs and telephony” GPT-5.4 mini · budget prompt · alternative
“Best if voice quality and multilingual experience are central: ElevenLabs” GPT-5.4 mini · direct prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.