| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Contact center quality assurance | Customer | 0% | 19 of 81 | 20% | 20 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 1 | 3 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 2 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 0 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“Choose NICE or Verint if you are a large enterprise with complex compliance needs and want a unified platform for QA, Coaching, and Workforce Management.” Qwen 3.7 Flash · Contact center QA · comparative prompt · first choice
“NICE Ltd. is reported as the global market leader in contact center quality assurance software in 2025” Muse Glimmer 30B · Contact center QA · comparative prompt · first choice
“Enterprises often prefer NICE CXone or Dialpad for suite integration” Mistral Small · Contact center QA · comparative prompt · first choice
“Compare an integrated suite such as NICE CXone—its QA covers voice and digital channels, but it's sold through a demo/quote process.” GPT-6 Luna · Contact center QA · direct prompt · alternative
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.
“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 · Contact center QA · negative prompt · soft negative
“NICE CXone users specifically report dashboard sync issues, agents getting logged out prematurely” DeepSeek V4 Flash · Contact center QA · negative prompt · soft negative
“User feedback highlights operational friction rather than feature gaps” Muse Glimmer 30B · Contact center QA · negative prompt · soft negative
“offer lower price points than enterprise giants like NICE or Verint” Qwen 3.7 Flash · Contact center QA · budget 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 73 of the 77 answers that named NICE CXone Quality Management and are not a share of its labels.
303 of the 303 domain citations in answers naming NICE CXone Quality Management 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.
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.
Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
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 NICE CXone Quality Management'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 NICE CXone Quality Management, 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 NICE CXone Quality Management by email, built from the raw record of the edition. It shows: