# Contact center quality assurance for small business buyers: 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 small B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/customer/contact-center-quality-assurance/smb

**Standing:** Voxjar (tied with Scorebuddy) leads with 20% of first choices; verdict contested. 54 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) | 20% | 0% | 27 |
| 2 | [Scorebuddy](https://www.gane.ai/index/gtm/vendors/scorebuddy/index.md) | 20% | 11% | 36 |
| 3 | [Zendesk QA](https://www.gane.ai/index/gtm/vendors/zendesk-qa/index.md) | 11% | 12% | 50 |
| 4 | [EvaluAgent](https://www.gane.ai/index/gtm/vendors/evaluagent/index.md) | 11% | 5% | 40 |
| 5 | [ScorebuddyCX](https://www.gane.ai/index/gtm/vendors/scorebuddycx/index.md) | 7% | 0% | 13 |
| 7 | [Insightful](https://www.gane.ai/index/gtm/vendors/insightful/index.md) | 6% | 0% | 16 |
| 8 | [MaestroQA](https://www.gane.ai/index/gtm/vendors/maestroqa/index.md) | 4% | 55% | 22 |
| 9 | [CloudTalk](https://www.gane.ai/index/gtm/vendors/cloudtalk/index.md) | 2% | 5% | 22 |
| 17 | [Playvox](https://www.gane.ai/index/gtm/vendors/playvox/index.md) | 0% | 27% | 15 |
| 75 | [Talkdesk Quality Management](https://www.gane.ai/index/gtm/vendors/talkdesk-quality-management/index.md) | 0% | 50% | 10 |
| 79 | [Observe.AI](https://www.gane.ai/index/gtm/vendors/observe-ai/index.md) | 0% | 73% | 11 |
| 81 | [NICE CXone Quality Management](https://www.gane.ai/index/gtm/vendors/nice-cxone-quality-management/index.md) | 0% | 73% | 11 |

Rank is by share of first choices among all 83 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: CloudTalk; alternatives Balto, Convin, EvaluAgent, LiveAgent
- GPT-5.4 mini: Scorebuddy; alternatives Zendesk QA
- Gemini 3.5 Flash: Zendesk QA; alternatives EvaluAgent, Gong, MaestroQA, Scorebuddy
- Perplexity Sonar: Scorebuddy; alternatives CloudTalk, EvaluAgent, Voxjar, Zendesk QA
- Grok 4.20: MaestroQA; alternatives Scorebuddy, Voxjar, Zendesk QA
- Mistral Small: Insightful, Voxjar; alternatives ScorebuddyCX, Zendesk QA
- DeepSeek V4 Flash: Voxjar; alternatives EvaluAgent, ScorebuddyCX, Zendesk QA
- Llama 4 Maverick: Scorebuddy; alternatives Playvox, Voxjar, Zendesk QA
- Qwen 3.7 Flash: ScorebuddyCX; alternatives MaestroQA, Playvox
- Kimi K2: ScorebuddyCX; alternatives EvaluAgent
- GLM 4.7 FlashX: Insightful; alternatives ScorebuddyCX, Zendesk QA
- MiniMax M2.5: MaestroQA; alternatives EvaluAgent, Five9 Quality Management, LiveAgent, Zoho Desk
- GPT-6 Luna: EvaluAgent; alternatives ScorebuddyCX, Zendesk QA
- Muse Glimmer 30B: Scorebuddy, Voxjar; alternatives CloudTalk, Playvox QM, Zendesk QA, now Klaus

## Sources the answers cite

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

- softwareadvice.com: 46 answers, 71 citations
- g2.com: 45 answers, 76 citations
- capterra.com: 34 answers, 49 citations
- cloudtalk.io: 34 answers, 40 citations
- getapp.com: 33 answers, 48 citations
- voxjar.com: 30 answers, 49 citations
- commsadvisor.com: 21 answers, 22 citations
- softwareadvice.co.uk: 17 answers, 17 citations

Pages named in the most answers:

- https://softwareadvice.com/quality-assurance/small-business (36 answers)
- https://cloudtalk.io/blog/best-call-center-quality-assurance-software-based-on-g2 (30 answers)
- https://capterra.com/contact-center-quality-assurance-software (29 answers)
- https://voxjar.com/best-call-center-quality-assurance-software-solutions (28 answers)
- https://getapp.com/all-software/contact-center-quality-assurance/org/small-business (27 answers)
- https://commsadvisor.com/contact-center-qa-software (21 answers)
- https://softwareadvice.com/quality-assurance (18 answers)
- https://g2.com/categories/contact-center-quality-assurance/small-business (14 answers)
- https://guideflow.com/blog/contact-center-quality-assurance-software (13 answers)
- https://softwareadvice.co.uk/directory/4478/quality-assurance/software (13 answers)

## Warned against

- MaestroQA: 12 of 22 labels negative. "Avoid MaestroQA/Rippit and Level AI unless you have enterprise needs, larger budgets, and IT resources" (Kimi K2, comparative prompt)
- Five9 Quality Management: 11 of 17 labels negative. ""Outdated and complex interface" ... "Expensive for small businesses" ... Quality Management is rated 1/5" (Muse Glimmer 30B, negative prompt)
- Verint Quality Management: 8 of 9 labels negative. "being cautious about any tool that requires a custom demo, custom quote, annual contract... "Best enterprise: NICE Quality Management or Calabrio."" (Muse Glimmer 30B, negative prompt)
- NICE CXone Quality Management: 8 of 11 labels negative. "Legacy or high-tier enterprise suites from vendors like NICE (CXone / Enterprise WFM)... Why to avoid/be cautious:" (Gemini 3.5 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: EvaluAgent (19%) to Voxjar (20%). Margin 9 points, within noise.

- Scorebuddy: 7% to 20%, +13. Cleared the floor by 2 points · rank 5 → 2 of 83.
- CloudTalk: 15% to 2%, −13. Cleared the floor by 2 points · rank 2 → 9 of 83.
- EvaluAgent: 19% to 11%, −8. Inside the floor by 3 points · rank 1 → 4 of 83.
- Voxjar: 13% to 20%, +7. Inside the floor by 4 points · rank 3 → 1 of 83.
- Insightful: 0% to 6%, +6. New · not ranked in October 2026 · rank 7 of 83.
- Dialpad Ai Contact Center: 6% to 0%, −6. Inside the floor by 5 points · rank 6 → 25 of 83.
- Playvox QM: 4% to 0%, −4. Inside the floor by 7 points · rank 8 → 18 of 83.
- Convin: 4% to 0%, −4. Inside the floor by 7 points · rank 9 → 20 of 83.
- Zendesk QA: 9% to 11%, +2. Inside the floor by 9 points · rank 4 → 3 of 83.
- MaestroQA: 2% to 4%, +2. Inside the floor by 9 points · rank 19 → 8 of 83.
- Balto: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 57 of 83.
- Talkdesk Quality Management: 2% to 0%, −2. Inside the floor by 9 points · rank 17 → 75 of 83.

## 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.