# Candidate assessment for enterprise buyers: what AI models recommend, September 2026

HR AI Recommendation Index, September 2026 Edition. Asked as "pre-employment assessment platform" and as "skills testing tool for hiring", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://hr-ai-index.com/talent/candidate-assessment/enterprise/

**Standing:** SHL leads with 24% of first choices; verdict contested. 38 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | SHL | 24% | 18% | 33 |
| 2 | Criteria Corp | 11% | 20% | 30 |
| 3 | iMocha | 8% | 5% | 19 |
| 4 | The Predictive Index | 8% | 10% | 10 |
| 5 | Harver | 5% | 8% | 24 |
| 6 | TestGorilla | 5% | 30% | 27 |
| 7 | Mercer | Mettl | 3% | 0% | 20 |
| 8 | HireVue | 3% | 22% | 27 |
| 9 | HackerRank | 3% | 22% | 23 |
| 10 | Testlify | 3% | 9% | 11 |
| 11 | Vervoe | 3% | 9% | 11 |
| 12 | Codility | 0% | 17% | 18 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: HireVue; alternatives Harver, iMocha
- GPT-5.4 mini: SHL; alternatives Codility, Criteria Corp, HackerRank, HireVue
- Gemini 3.5 Flash: Criteria Corp; alternatives Caliper, CoderPad, Codility, HackerRank
- Perplexity Sonar: SHL; alternatives Codility, Harver, HireVue, TestGorilla
- Grok 4.1 Fast: SHL; alternatives Criteria Corp, TestGorilla
- Mistral Small: Harver; alternatives Scale, TestGorilla
- DeepSeek V4 Flash: SHL; alternatives Criteria Corp, HireVue, Mercer | Mettl
- Llama 4 Maverick: TestGorilla; alternatives AIHR, Testlify
- Qwen 3.7 Flash: Vervoe; alternatives Glider.ai, HireVue, Pymetrics, TestGorilla
- Kimi K2: Criteria Corp, SHL; alternatives HireVue, Mercer | Mettl, The Predictive Index
- GLM 4.7 FlashX: TestGorilla; alternatives Criteria Corp, HireVue, iMocha
- MiniMax M2.5: SHL, The Predictive Index; alternatives Criteria Corp, Harver, TestGorilla

## Sources the answers cite

65 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- testlify.com: 37 answers, 64 citations
- bestrecruitingtools.com: 35 answers, 38 citations
- jobcannon.io: 23 answers, 32 citations
- bryq.com: 21 answers, 33 citations
- testgorilla.com: 20 answers, 26 citations
- aihr.com: 17 answers, 17 citations
- pin.com: 17 answers, 17 citations
- sovaassessment.com: 16 answers, 32 citations

Pages named in the most answers:

- https://bestrecruitingtools.com/blog/best-pre-employment-assessment-software-enterprise-2026 (34 answers)
- https://testlify.com/top-10-pre-hire-assessment-platforms-for-enterprises (26 answers)
- https://jobcannon.io/compare/best-pre-employment-assessments (20 answers)
- https://testlify.com/guide-to-choose-the-best-talent-assessment-software (19 answers)
- https://bryq.com/blog/best-talent-assessment-platforms-2026 (18 answers)
- https://aihr.com/blog/top-pre-employment-assessment-tools (17 answers)
- https://pin.com/blog/pre-employment-assessment-tools (13 answers)
- https://fuel50.com/blog/skills-assessment-platforms (12 answers)
- https://gartner.com/reviews/market/talent-assessment-software (12 answers)
- https://greenhouse.com/blog/best-recruiting-assessment-tools (9 answers)

## Warned against

- SHL: 6 of 33 labels negative. "Enterprise-only, custom contracts with variable pricing" (Kimi K2, budget prompt)
- TestGorilla: 8 of 27 labels negative. "What to Avoid: ... TestGorilla | Credit-based pricing increases with headcount ... making it expensive at scale" (Kimi K2, paraphrase prompt)
- HireVue: 6 of 27 labels negative. "Even if a vendor has partially retreated from these features (as HireVue did), their presence in the product history signals weak psychometric governance." (Kimi K2, negative prompt)
- Criteria Corp: 6 of 30 labels negative. "these vendors are increasingly viewed as "expensive overkill" if a lighter, skills-first tool can achieve 90% of the predictive power" (Qwen 3.7 Flash, negative prompt)

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, September 2026 Edition, hr-ai-index.com.