3 categories · RankedMoveworks
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| HR AI assistants | Onboarding and employee experience | 4% | 9 of 119 | 29% | 21 | criticized challenger |
| HR help desk and case management | Onboarding and employee experience | 0% | 40 of 93 | 0% | 2 | under 10 labels · led by Zoho Desk at 26% |
| Frontline employee apps | Onboarding and employee experience | 0% | 61 of 97 | 0% | 1 | under 10 labels · led by Connecteam at 56% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 1 | 1 | 4 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 2 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 2 | 3 |
| GLM 4.7 FlashX | 1 | 0 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“If you want to stop spending 80% of your time answering repetitive questions: Choose Leena AI or Moveworks.” GLM 4.7 FlashX · HR AI assistants · comparative prompt · first choice
“Choose Moveworks (for heavy, complex integrations)... Unmatched enterprise-grade security and actionability.” Gemini 3.5 Flash · HR AI assistants · comparative prompt · first choice
“Moveworks leads for mid-market organizations and plugs into Workday, ServiceNow, and Slack” Claude Haiku 4.5 · HR AI assistants · direct prompt · first choice
“Leena AI and Moveworks lead the *enterprise helpdesk/agentic* category” DeepSeek V4 Flash · HR AI assistants · comparative prompt · first choice
And against it
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.
“Enterprise-focused with six-figure annual contracts; overkill for mid-sized companies” Kimi K2 · HR AI assistants · paraphrase prompt · hard negative
“Enterprise platforms (Moveworks, Leena AI, ServiceNow, etc.) — $50K+/yr, usually overkill” DeepSeek V4 Flash · HR AI assistants · scale prompt · soft negative
“cost-effective compared to enterprise solutions like Moveworks or Workday Assistant” Mistral Small · HR AI assistants · direct prompt · soft negative
“Caveat: It is more expensive (median contract around $130,000/year)” Kimi K2 · HR AI assistants · direct prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 65 of the 78 answers that named Moveworks and are not a share of its labels.
Domains cited
187 of the 234 domain citations in answers naming Moveworks came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
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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 Moveworks'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 Moveworks, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
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