Five of fourteen models named Retell AI first on the direct prompt; zero named Bland AI. Both were named by all fourteen models and Retell AI carries 58 labels and Bland AI 34, so the shares are not directly comparable.
Named in two categories 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 October 2026 Edition, Retell AI and Bland AI were named in the same answer eighty-nine times, of the 158 answers naming Retell AI and the 105 naming Bland AI. In those answers Bland AI took the first choice four times and Retell AI thirty.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“some specific products (for example Synthflow, ElevenLabs, Retell AI, Deepgram) have recurring complaints about cost or credit limits” GPT-5.4 mini · negative prompt · soft negative
“Both Vapi.ai and Retell AI can suffer from latency and reliability issues due to reliance on external API providers” Claude Haiku 4.5 · negative prompt · soft negative
“While popular among developers, there is significant frustration in the community regarding its operational setup.” Qwen 3.7 Flash · negative prompt · soft negative
“Best all-around voice AI platform for production call automation... "best overall — lowest effective cost, highest voice quality, full API and no-code in one platform"” Muse Glimmer 30B · comparative prompt · first choice
“Strong all-around balance of latency, price, and accessibility; often described as a fast, transparent usage-based option with native telephony and quick setup.” Perplexity Sonar · comparative prompt · first choice
“*Developer-first / Infrastructure:* Vapi, Retell AI, Vocode, or Bland.ai. (Excellent for high customization, low latency, and BYO keys).” Gemini 3.5 Flash · scale 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.
“Avoid Bland AI if you're not a developer, need reliable support, or care about natural voice quality — the complaints are numerous and consistent.” DeepSeek V4 Flash · negative prompt · hard negative
“Bland AI — Caution Advised - Billing complaints are the dominant theme in reviews” Kimi K2 · negative prompt · hard negative
“Avoid Bland AI unless you have dedicated engineering resources” Kimi K2 · direct prompt · hard negative
“Shortlist 3-5: From recent reviews—Bland AI (scalable/high-volume)” Grok 4.1 Fast · scale prompt · first choice
“Need maximum security/compliance? → Bland AI” Kimi K2 · comparative prompt · first choice
“I'd start with Bland for the cheapest test” GPT-5.4 mini · budget prompt · first choice
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.