# Talkdesk Quality Management: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 15 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/talkdesk-quality-management

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Contact center quality assurance](https://www.gane.ai/index/gtm/customer/contact-center-quality-assurance/index.md) | 2% | 10 | 13% | 15 |

## What the models said for it

- "the best all-around contact center QA tool is often Talkdesk" (GPT-5.4 mini, Contact center QA)
- "AI-powered with strong analytics, automated QA scoring, and workflow automation... can be more expensive for smaller teams" (Grok 4.20, Contact center QA)
- "Best pick for QA teams that need calibration, since side-by-side scoring flows help multiple evaluators stay consistent" (Muse Glimmer 30B, Contact center QA)
- "Choose NICE CXone, Genesys Cloud CX, or Talkdesk when QA should be native to the existing contact-center platform." (Perplexity Sonar, Contact center QA)

## And against it

- "platforms like Talkdesk (which includes QA features) have received significant complaints on sites like Trustpilot (rated around 1.5/5 in some periods), including slow issue resolution, high costs, unreliable setups, and inadequate support" (Grok 4.20, Contact center QA)
- "their QA modules are robust with AI, but they can feel heavier/ pricier for pure QA needs" (Grok 4.20, Contact center QA)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 1 | 2 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 0 | 1 | 0 | 2 | 3 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Talkdesk Quality Management, from 34 of the 37 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 24
- capterra.com: 17
- softwareadvice.com: 17
- cloudtalk.io: 12
- learn.g2.com: 11
- getapp.com: 9
- thelevel.ai: 9
- verint.com: 8
- dialpad.com: 7
- exotel.com: 7

### Pages cited

- https://softwareadvice.com/quality-assurance: 16
- https://capterra.com/contact-center-quality-assurance-software: 15
- https://g2.com/categories/contact-center-quality-assurance: 15
- https://cloudtalk.io/blog/best-call-center-quality-assurance-software-based-on-g2: 12
- https://learn.g2.com/best-contact-center-quality-assurance-software: 10
- https://exotel.com/blog/call-center-quality-assurance-software: 7
- https://g2.com/categories/contact-center-quality-assurance/enterprise: 7
- https://cresta.com/guides/best-automated-quality-management-tools-for-contact-centers: 6

## What it publishes

Every page talkdesk.com exposes, read 2026-09-29: 6268 addresses. By kind, pages and the last 90 days:

- blog: 953 pages, 22 in the last 90 days, latest 2026-09-24
- case study: 80 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 149 pages, 0 in the last 90 days, latest undated
- conference or event: 38 pages, 4 in the last 90 days, latest 2026-10-06
- report or ebook: 406 pages, 1 in the last 90 days, latest 2026-09-29
- comparison: 9 pages, 0 in the last 90 days, latest undated
- template or tool: 4 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 35 pages, 2 in the last 90 days, latest 2026-08-13
- podcast or video: 93 pages, 0 in the last 90 days, latest undated
- news or press: 439 pages, 1 in the last 90 days, latest 2026-09-10
- Recent: 2026-10-06 conference or event: Gowest maxx conference 2026 https://www.talkdesk.com/events/gowest-maxx-conference-2026/
- Recent: 2026-09-29 report or ebook: Framework responsible ai contact centers https://www.talkdesk.com/resources/white-papers/framework-responsible-ai-contact-centers
- Recent: 2026-09-29 conference or event: Educause https://www.talkdesk.com/events/educause/
- Recent: 2026-09-29 conference or event: Qatc annual conference 2026 https://www.talkdesk.com/events/qatc-annual-conference-2026/
- Recent: 2026-09-24 blog: How ai transforming bank branch attribution https://www.talkdesk.com/blog/how-ai-transforming-bank-branch-attribution
- Recent: 2026-09-23 blog: Field service cx agentic ai https://www.talkdesk.com/blog/field-service-cx-agentic-ai

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.