| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Contact center platforms | Customer | 12% | 2 of 86 | 9% | 46 | accepted challenger | |
| AI voice agents | Customer | 2% | 12 of 103 | 0% | 4 | under 10 labels · led by Retell AI at 27% | |
| Contact center quality assurance | Customer | 0% | 20 of 81 | 0% | 13 | accepted challenger | |
| Call tracking platforms | Marketing | 0% | 62 of 63 | 57% | 7 | under 10 labels · led by CallRail at 43% | |
| Conversational intelligence and call recording | Sales | 0% | 75 of 91 | 33% | 3 | under 10 labels · led by Avoma at 41% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Sales dialers and calling | Sales | 0% | 65 of 75 | 33% | 3 | under 10 labels · led by CloudTalk at 22% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Chatbots and conversational AI for support | Customer | 0% | 98 of 114 | 50% | 2 | under 10 labels · led by Intercom Fin AI Agent at 41% | newNew since September 2026: not ranked then, 0% now. |
| Customer support and helpdesk | Customer | 0% | 27 of 55 | 0% | 1 | under 10 labels · led by Zendesk Support Suite at 31% | newNew since September 2026: not ranked then, 0% now. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 3 | 0 | 6 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 4 | 0 | 1 | 5 |
| Perplexity Sonar | 0 | 5 | 2 | 0 | 7 |
| Grok 4.20 | 1 | 1 | 5 | 2 | 9 |
| Mistral Small | 0 | 4 | 3 | 2 | 9 |
| DeepSeek V4 Flash | 1 | 3 | 1 | 1 | 6 |
| Llama 4 Maverick | 0 | 3 | 3 | 0 | 6 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 1 | 2 | 2 | 0 | 5 |
| GLM 4.7 FlashX | 2 | 2 | 3 | 3 | 10 |
| MiniMax M2.5 | 1 | 2 | 2 | 1 | 6 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 1 | 2 | 0 | 1 | 4 |
Verbatim evidence the judge attached to positive labels.
“Start with Talkdesk or Aircall for most mid-market B2B—Talkdesk if you need enterprise-grade AI/routing” Grok 4.20 · Contact center · direct prompt · first choice
“For most mid-market B2B companies, Dialpad and Talkdesk are the top contenders” GLM 4.7 FlashX · Contact center · direct prompt · first choice
“Talkdesk is widely considered the leader in "ease of use" among CCaaS platforms.” Qwen 3.7 Flash · Contact center · paraphrase prompt · first choice
“I'd recommend Talkdesk or NICE CXone as top choices” MiniMax M2.5 · Contact center · paraphrase 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.
“Avoid dialers that have known audio/connectivity issues (Talkdesk\u2011linked platforms, Orum, or any cloud\u2011PBX that shows recurring dropped calls)” GLM 4.7 FlashX · Dialers · negative prompt · hard negative
“Users experience frequent technical issues, including call quality problems and system glitches” Mistral Small · Support chatbots · negative prompt · hard negative
“Avoid: Gong, Chorus, and Talkdesk if you're budget-constrained” DeepSeek V4 Flash · Conversation intel · budget prompt · hard negative
“Opaque pricing and contracts: Starts at $85/user/mo; multi-year commitments and hidden fees are common complaints.” Grok 4.20 · Call tracking · 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 187 of the 195 answers that named Talkdesk and are not a share of its labels.
565 of the 565 domain citations in answers naming Talkdesk came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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 | 953 | 22 | 2026-09-24 | ||
| News or press | 439 | 1 | 2026-09-10 | ||
| Report or ebook | 406 | 1 | 2026-09-29 | ||
| Webinar or virtual event | 149 | undated | |||
| Podcast or video | 93 | undated | |||
| Case study | 80 | undated | |||
| Conference or event | 38 | 4 | 2026-10-06 | ||
| Glossary or explainer | 35 | 2 | 2026-08-13 | ||
| Comparison | 9 | undated | |||
| Template or tool | 4 | undated |
Every page talkdesk.com 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.
What Talkdesk's own pages state, read October 5, 2026: talkdesk.com, talkdesk.com, talkdesk.com/pricing, talkdesk.com/about/trust, talkdesk.com/use-cases. A claimed page can correct any of them.
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 Talkdesk'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 Talkdesk, 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 Talkdesk by email, built from the raw record of the edition. It shows:
Talkdesk is among the products AI models recommend first in Contact center platforms 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.