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

GTM AI Recommendation Index, October 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 October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://gtm-ai-index.com/customer/contact-center-quality-assurance/

**Standing:** EvaluAgent leads with 28% of first choices; verdict contested. 50 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | EvaluAgent | 28% | 4% | 45 |
| 2 | Scorebuddy | 18% | 3% | 31 |
| 3 | Zendesk QA | 14% | 4% | 28 |
| 4 | Playvox QM | 6% | 0% | 10 |
| 5 | CloudTalk | 4% | 0% | 15 |
| 6 | MaestroQA | 4% | 19% | 21 |
| 7 | Playvox | 2% | 0% | 16 |
| 8 | Level AI | 2% | 0% | 12 |
| 9 | Observe.AI | 2% | 20% | 20 |
| 10 | Balto | 2% | 9% | 11 |
| 11 | ScorebuddyCX | 2% | 23% | 13 |
| 12 | NICE CXone Quality Management | 0% | 20% | 20 |

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

- Claude Haiku 4.5: Scorebuddy; alternatives Convin, EvaluAgent, Gong, Level AI
- GPT-5.4 mini: Level AI; alternatives Calabrio ONE, Scorebuddy, Zendesk QA
- Gemini 3.5 Flash: Zendesk QA; alternatives EvaluAgent, Level AI, MaestroQA
- Perplexity Sonar: Scorebuddy; alternatives AmplifAI, Balto, EvaluAgent, Level AI
- Grok 4.1 Fast: EvaluAgent, Scorebuddy; alternatives Balto, Talkdesk QM, Zendesk QA
- Mistral Small: EvaluAgent, Scorebuddy; alternatives Talkdesk
- DeepSeek V4 Flash: EvaluAgent; alternatives AmplifAI, Observe.AI, Scorebuddy, Talkdesk
- Llama 4 Maverick: EvaluAgent; alternatives GetApp, Scorebuddy
- Qwen 3.7 Flash: CallMiner Eureka; alternatives Five9 Agent Connect, MaestroQA, NICE CXone Quality Management, Playvox
- Kimi K2: EvaluAgent; alternatives Playvox, ScorebuddyCX, Zendesk QA
- GLM 4.7 FlashX: AmplifAI, Balto; alternatives EvaluAgent, Playvox QM, Scorebuddy
- MiniMax M2.5: Scorebuddy; alternatives EvaluAgent, Voxjar, Zendesk QA
- GPT-6 Luna: EvaluAgent; alternatives CallMiner Eureka, NICE CXone Quality Management
- Muse Glimmer 30B: Observe.AI, Zendesk QA; alternatives EvaluAgent, Playvox, Scorebuddy

## Sources the answers cite

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

- learn.g2.com: 58 answers, 64 citations
- guideflow.com: 49 answers, 49 citations
- cloudtalk.io: 47 answers, 56 citations
- g2.com: 38 answers, 61 citations
- voxjar.com: 28 answers, 34 citations
- dialpad.com: 26 answers, 26 citations
- thecxlead.com: 26 answers, 26 citations
- getapp.com: 22 answers, 26 citations

Pages named in the most answers:

- https://learn.g2.com/best-contact-center-quality-assurance-software (53 answers)
- https://guideflow.com/blog/contact-center-quality-assurance-software (48 answers)
- https://cloudtalk.io/blog/best-call-center-quality-assurance-software-based-on-g2 (44 answers)
- https://voxjar.com/best-call-center-quality-assurance-software-solutions (28 answers)
- https://thecxlead.com/tools/best-call-center-quality-management-software (26 answers)
- https://dialpad.com/blog/contact-center-quality-management-software (25 answers)
- https://g2.com/categories/contact-center-quality-assurance (23 answers)
- https://amplifai.com/blog/call-center-quality-assurance-software (16 answers)
- https://solidroad.com/resources/call-center-quality-assurance-software (16 answers)
- https://technologyadvice.com/blog/information-technology/contact-center-quality-assurance-software (15 answers)

## Warned against

- NICE CXone Quality Management: 4 of 20 labels negative. "NICE CXone's QA is one module within a massive platform, so teams needing specialized QA may find it less focused" (Claude Haiku 4.5, negative prompt)
- Observe.AI: 4 of 20 labels negative. "Observe.AI users report that transcription and comprehension accuracy drop in noisy or complex environments" (Claude Haiku 4.5, negative prompt)
- MaestroQA: 4 of 21 labels negative. "Avoid MaestroQA unless you need screen capture for compliance or have enterprise-level budgets" (Kimi K2, direct prompt)
- CallMiner Eureka: 3 of 7 labels negative. "better for deep conversation intelligence and analytics at the cost of more complexity" (GPT-5.4 mini, direct prompt)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, October 2026 Edition, gtm-ai-index.com.