| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| AI recruiting assistants | Talent acquisition | 7% | 5 of 84 | 21% | 14 | accepted challenger |
| Applicant tracking systems | Talent acquisition | 7% | 5 of 50 | 0% | 26 | accepted challenger |
| Recruiting CRM and sourcing | Talent acquisition | 2% | 11 of 88 | 0% | 8 | under 10 labels · led by Lever at 20% |
| Talent intelligence | Performance and talent management | 2% | 12 of 77 | 0% | 2 | under 10 labels · led by Pin at 17% |
| Interview scheduling | Talent acquisition | 2% | 11 of 72 | 0% | 15 | accepted challenger |
| Recruitment marketing and career sites | Talent acquisition | 0% | 26 of 81 | 0% | 5 | under 10 labels · led by Teamtailor at 16% |
| Job advertising and distribution | Talent acquisition | 0% | 38 of 109 | 0% | 1 | under 10 labels · led by JobTarget at 21% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-5.4 mini | 1 | 3 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 5 | 3 | 3 | 0 | 11 |
| Perplexity Sonar | 0 | 5 | 0 | 1 | 6 |
| Grok 4.1 Fast | 0 | 6 | 2 | 1 | 9 |
| Mistral Small | 2 | 3 | 2 | 0 | 7 |
| DeepSeek V4 Flash | 0 | 6 | 1 | 0 | 7 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 1 | 6 | 0 | 0 | 7 |
| Kimi K2 | 1 | 4 | 3 | 1 | 9 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 0 | 4 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“I'd usually recommend Ashby if you want the best balance of recruiting coordination, ATS workflow, and scalability” GPT-5.4 mini · Interview scheduling · paraphrase prompt · first choice
“Ideal for startups and mid-market companies needing a unified system for ATS, CRM, scheduling, and analytics.” Mistral Small · AI recruiting assistants · direct prompt · first choice
“The Best All-in-One Platform: Ashby ... highly popular among mid-market B2B and VC-backed tech companies” Gemini 3.5 Flash · Recruiting CRM · paraphrase prompt · first choice
“I'd recommend Ashby if you need a full ATS replacement, or Spark Hire if you already have an ATS” Kimi K2 · AI recruiting assistants · paraphrase prompt · first choice
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.
“Potentially Greenhouse, Lever (by Employ), Ashby (FCRA investigations for AI screening/interviews)” Grok 4.1 Fast · AI recruiting assistants · negative prompt · soft negative
“Has a learning curve; avoid if your team wants simplicity” Kimi K2 · AI recruiting assistants · direct prompt · soft negative
“less "AI recruiter" and more ATS/workflow platforms” Perplexity Sonar · AI recruiting assistants · direct prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 100 of the 136 answers that named Ashby and are not a share of its labels.
300 of the 300 domain citations in answers naming Ashby came from somebody else's page.
Pages are listed as the models cited them.
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 Ashby'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 Ashby, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
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 ashbyhq.com 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.