| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| AI voice agents | Customer | 3% | 5 of 103 | 18% | 34 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 1 | 4 |
| Perplexity Sonar | 0 | 1 | 1 | 1 | 3 |
| Grok 4.1 Fast | 1 | 3 | 1 | 0 | 5 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 1 | 2 | 0 | 2 | 5 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Shortlist 3-5: From recent reviews—Bland AI (scalable/high-volume)” Grok 4.1 Fast · AI voice agents · scale prompt · first choice
“Need maximum security/compliance? → Bland AI” Kimi K2 · AI voice agents · comparative prompt · first choice
“I'd start with Bland for the cheapest test” GPT-5.4 mini · AI voice agents · budget prompt · first choice
“Bland AI vertically integrates its own stack, offering flat-rate pricing ... specializes in high-volume calling infrastructure.” Gemini 3.5 Flash · AI voice agents · comparative prompt · alternative
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.
“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 · AI voice agents · negative prompt · hard negative
“Bland AI — Caution Advised - Billing complaints are the dominant theme in reviews” Kimi K2 · AI voice agents · negative prompt · hard negative
“Avoid Bland AI unless you have dedicated engineering resources” Kimi K2 · AI voice agents · direct prompt · hard negative
“No public pricing and clear enterprise focus can be a barrier for mid market or smaller teams” Claude Haiku 4.5 · 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 105 answers that named Bland AI and are not a share of its labels.
342 of the 389 domain citations in answers naming Bland AI 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 | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 350 | 46 | 2026-10-03 | AI voice agents, CRM | |
| Comparison | 106 | 19 | 2026-09-16 | AI voice agents | |
| Case study | 13 | undated | |||
| Glossary or explainer | 9 | 1 | 2026-08-11 | ||
| Template or tool | 3 | undated | |||
| Webinar or virtual event | 1 | undated | |||
| Conference or event | 1 | undated |
Every page bland.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 October 5, 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 Bland AI'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 Bland AI, 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 Bland AI by email, built from the raw record of the edition. It shows: