2 categories · RankedComprehensive
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Compensation management | Compensation and total rewards | 15% | 2 of 189 | 0% | 49 | accepted challenger |
| Compensation benchmarking data | Compensation and total rewards | 0% | 99 of 144 | 0% | 1 | under 10 labels · led by Payscale at 24% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 3 | 2 | 0 | 5 |
| Perplexity Sonar | 2 | 1 | 1 | 0 | 4 |
| Grok 4.1 Fast | 3 | 5 | 0 | 0 | 8 |
| Mistral Small | 1 | 1 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 2 | 2 | 2 | 0 | 6 |
| Llama 4 Maverick | 1 | 0 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 2 | 2 | 2 | 0 | 6 |
| GLM 4.7 FlashX | 2 | 2 | 1 | 0 | 5 |
| MiniMax M2.5 | 3 | 1 | 1 | 0 | 5 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Comprehensive: Best all-in-one platform for replacing spreadsheets with custom, scalable compensation workflows. Suitable for companies with 100 to 2,000 employees.” Llama 4 Maverick · Compensation management · paraphrase prompt · first choice
“Choose Comprehensive if you want the best balance of flexibility, speed, and mid-market fit without going enterprise-heavy.” Perplexity Sonar · Compensation management · direct prompt · first choice
“Highly recommended for mid-sized teams, offering dedicated compensation planning with budget controls and structured approvals.” Mistral Small · Compensation management · paraphrase prompt · first choice
“For your size range (200-500 employees), analysts commonly recommend: - Comprehensive – Strong workflows and manager UX” MiniMax M2.5 · Compensation management · scale 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.
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 63 of the 71 answers that named Comprehensive and are not a share of its labels.
Domains cited
272 of the 329 domain citations in answers naming Comprehensive came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Claim this page
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 Comprehensive'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 Comprehensive, 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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