2 categories · RankedComprehensive
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Compensation management | Compensation and total rewards | 15% | 2 of 186 | 0% | 49 | accepted challenger |
| Compensation benchmarking data | Compensation and total rewards | 0% | 98 of 141 | 0% | 1 | under 10 labels · led by Payscale at 24% |
Movement
By model
How each model treated Comprehensive across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.ShowHide
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
The products named in the same answers as Comprehensive, over the 71 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Comprehensive was named but was not.ShowHide
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.
Follow Comprehensive
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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.
A new claim receives the current edition's vendor brief for Comprehensive by email, built from the raw record of the edition. It shows:
- where Comprehensive is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Comprehensive, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at comprehensive.io is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.
Badges
Wins only: a badge exists where Comprehensive is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Comprehensive is among the products AI models recommend first in Compensation management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of September 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.