# Contact center quality assurance: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "contact center quality assurance tool" and as "support QA and conversation review platform", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/customer/contact-center-quality-assurance

**Standing:** Voxjar leads with 21% of first choices; verdict contested. 48 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Voxjar](https://www.gane.ai/index/gtm/vendors/voxjar/index.md) | 21% | 0% | 18 |
| 2 | [EvaluAgent](https://www.gane.ai/index/gtm/vendors/evaluagent/index.md) | 17% | 0% | 41 |
| 3 | [MaestroQA](https://www.gane.ai/index/gtm/vendors/maestroqa/index.md) | 15% | 22% | 36 |
| 4 | [ScorebuddyCX](https://www.gane.ai/index/gtm/vendors/scorebuddycx/index.md) | 10% | 0% | 21 |
| 5 | [Scorebuddy](https://www.gane.ai/index/gtm/vendors/scorebuddy/index.md) | 10% | 5% | 20 |
| 6 | [Zendesk QA](https://www.gane.ai/index/gtm/vendors/zendesk-qa/index.md) | 8% | 3% | 38 |
| 7 | [Insightful](https://www.gane.ai/index/gtm/vendors/insightful/index.md) | 4% | 0% | 14 |
| 10 | [Talkdesk Quality Management](https://www.gane.ai/index/gtm/vendors/talkdesk-quality-management/index.md) | 2% | 13% | 15 |
| 13 | [Level AI](https://www.gane.ai/index/gtm/vendors/level-ai/index.md) | 0% | 5% | 20 |
| 14 | [Playvox](https://www.gane.ai/index/gtm/vendors/playvox/index.md) | 0% | 7% | 15 |
| 15 | [CloudTalk](https://www.gane.ai/index/gtm/vendors/cloudtalk/index.md) | 0% | 0% | 10 |
| 16 | [Genesys Cloud Quality Management](https://www.gane.ai/index/gtm/vendors/genesys-cloud-quality-management/index.md) | 0% | 8% | 12 |

Rank is by share of first choices among all 99 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: ScorebuddyCX; alternatives CloudTalk, EvaluAgent, Voxjar
- GPT-5.4 mini: Talkdesk Quality Management; alternatives EvaluAgent, MaestroQA, Salesforce Service Cloud, ScorebuddyCX
- Gemini 3.5 Flash: MaestroQA; alternatives EvaluAgent, Level AI, Scorebuddy, Zendesk QA
- Perplexity Sonar: Scorebuddy; alternatives Level AI, Rippit, formerly MaestroQA, Talkdesk Quality Management, Voxjar
- Grok 4.20: ScorebuddyCX; alternatives CloudTalk, EvaluAgent, Insightful, SQM CX Quality™
- Mistral Small: Insightful, Zendesk QA; alternatives CallFinder, EvaluAgent
- DeepSeek V4 Flash: Zendesk QA; alternatives EvaluAgent, Observe.AI, ScorebuddyCX, Voxjar
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Voxjar; alternatives EvaluAgent, Insightful, Zendesk QA
- Kimi K2: EvaluAgent; alternatives MaestroQA, Observe.AI, Zendesk QA
- GLM 4.7 FlashX: Playvox QM, ScorebuddyCX; alternatives CloudTalk, EvaluAgent
- MiniMax M2.5: MaestroQA; alternatives Convin, Scorebuddy
- GPT-6 Luna: EvaluAgent; alternatives Level AI, ScorebuddyCX, Zendesk QA
- Muse Glimmer 30B: Playvox QM, Scorebuddy; alternatives Balto, CloudTalk, EvaluAgent

## Sources the answers cite

76 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- capterra.com: 40 answers, 56 citations
- g2.com: 32 answers, 49 citations
- softwareadvice.com: 31 answers, 45 citations
- getapp.com: 31 answers, 40 citations
- voxjar.com: 29 answers, 42 citations
- cloudtalk.io: 21 answers, 21 citations
- guideflow.com: 20 answers, 20 citations
- verint.com: 16 answers, 27 citations

Pages named in the most answers:

- https://capterra.com/contact-center-quality-assurance-software (32 answers)
- https://voxjar.com/best-call-center-quality-assurance-software-solutions (26 answers)
- https://softwareadvice.com/quality-assurance (22 answers)
- https://cloudtalk.io/blog/best-call-center-quality-assurance-software-based-on-g2 (21 answers)
- https://guideflow.com/blog/contact-center-quality-assurance-software (19 answers)
- https://g2.com/categories/contact-center-quality-assurance (17 answers)
- https://getapp.com/all-software/contact-center-quality-assurance (15 answers)
- https://exotel.com/blog/call-center-quality-assurance-software (14 answers)
- https://learn.g2.com/best-contact-center-quality-assurance-software (13 answers)
- https://getapp.com/all-software/contact-center-quality-assurance/org/mid-size-business (12 answers)

## Warned against

- Observe.AI: 9 of 26 labels negative. "Avoid | Typically targeted at Enterprise contact centers; likely overkill" (Qwen 3.7 Flash, paraphrase prompt)
- MaestroQA: 8 of 36 labels negative. "Avoid MaestroQA/Rippit unless: ... You're prepared for a heavier setup and potential strategic shifts" (Kimi K2, paraphrase prompt)
- Five9 Quality Management: 4 of 12 labels negative. "User-review aggregators flag Five9's Quality Management capability as a weak point of the platform." (Muse Glimmer 30B, negative prompt)
- NICE CXone Quality Management: 5 of 17 labels negative. "avoid heavy enterprise suites (like NICE CXone or Verint) that carry high platform fees and long implementation cycles" (Gemini 3.5 Flash, budget prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: EvaluAgent (28%) to Voxjar (21%). Margin 4 points, within noise.

- Voxjar: 0% to 21%, +21. Cleared the floor by 10 points · rank 21 → 1 of 99.
- EvaluAgent: 28% to 17%, −11. Cleared the floor by 0 points · rank 1 → 2 of 99.
- MaestroQA: 4% to 15%, +11. Inside the floor by 0 points · rank 6 → 3 of 99.
- ScorebuddyCX: 2% to 10%, +8. Inside the floor by 3 points · rank 12 → 4 of 99.
- Scorebuddy: 18% to 10%, −8. Inside the floor by 3 points · rank 2 → 5 of 99.
- Zendesk QA: 14% to 8%, −6. Inside the floor by 5 points · rank 3 → 6 of 99.
- Insightful: 0% to 4%, +4. New · not ranked in October 2026 · rank 7 of 99.
- CloudTalk: 4% to 0%, −4. Inside the floor by 7 points · rank 5 → 15 of 99.
- Playvox QM: 6% to 4%, −2. Inside the floor by 9 points · rank 4 → 9 of 99.
- Talkdesk Quality Management: 0% to 2%, +2. Inside the floor by 9 points · rank 19 → 10 of 99.
- Level AI: 2% to 0%, −2. Inside the floor by 9 points · rank 9 → 13 of 99.
- Playvox: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 14 of 99.

## 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.