# Candidate assessment for small business buyers: what AI models recommend, October 2026

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

**Standing:** TestGorilla leads with 76% of first choices; verdict clear leader. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | TestGorilla | 76% | 11% | 70 |
| 2 | EmployTest | 6% | 0% | 21 |
| 3 | Toggl Hire | 4% | 6% | 18 |
| 4 | Vervoe | 2% | 14% | 37 |
| 5 | Canditech | 2% | 0% | 11 |
| 6 | HackerRank | 2% | 31% | 13 |
| 7 | Testlify | 0% | 0% | 14 |
| 8 | Hirevire | 0% | 0% | 11 |
| 9 | Codility | 0% | 27% | 15 |
| 10 | The Predictive Index | 0% | 40% | 15 |
| 11 | Criteria Corp | 0% | 42% | 33 |
| 12 | SHL | 0% | 67% | 12 |

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

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: TestGorilla; alternatives HireVue
- Gemini 3.5 Flash: TestGorilla; alternatives Canditech, The Predictive Index, Toggl Hire, Truffle
- Perplexity Sonar: Toggl Hire, Vervoe; alternatives TestGorilla, eSkill
- Grok 4.1 Fast: TestGorilla; alternatives Canditech, EmployTest, Vervoe
- Mistral Small: EmployTest, TestGorilla; alternatives TestInvite, Vervoe
- DeepSeek V4 Flash: TestGorilla; alternatives Criteria Corp, EmployTest
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: TestGorilla; alternatives Codility, HackerRank, Vervoe
- Kimi K2: TestGorilla; alternatives Assessing.ai, Testlify, Vervoe
- GLM 4.7 FlashX: TestGorilla; alternatives Codility, EmployTest, HackerRank, Hirevire
- MiniMax M2.5: no first choice
- GPT-6 Luna: Canditech; alternatives Criteria Corp, TestGorilla, Workable
- Muse Glimmer 30B: TestGorilla; alternatives EmployTest, Vervoe

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- testgorilla.com: 42 answers, 94 citations
- firsthr.app: 37 answers, 45 citations
- peoplemanagingpeople.com: 32 answers, 34 citations
- hirevire.com: 31 answers, 42 citations
- bryq.com: 27 answers, 42 citations
- testtrick.com: 26 answers, 28 citations
- fitsmallbusiness.com: 26 answers, 26 citations
- g2.com: 24 answers, 38 citations

Pages named in the most answers:

- https://firsthr.app/compare/hiring/pre-employment-assessment (32 answers)
- https://peoplemanagingpeople.com/tools/best-pre-employment-testing-software (27 answers)
- https://fitsmallbusiness.com/best-pre-employment-assessment-tools (26 answers)
- https://testtrick.com/blogs/hiring-assessment-tools-small-mid-sized-teams (22 answers)
- https://testgorilla.com/pricing (21 answers)
- https://bryq.com/blog/best-talent-assessment-platforms-2026 (19 answers)
- https://pin.com/blog/pre-employment-assessment-tools (19 answers)
- https://hirevire.com/blog/best-recruitment-assessment-tools (18 answers)
- https://aihr.com/blog/top-pre-employment-assessment-tools (16 answers)
- https://testgorilla.com/blog/pre-employment-assessment-tools (14 answers)

## Warned against

- Criteria Corp: 14 of 33 labels negative. ""are designed for mid-sized to enterprise companies and require a minimum of 500 or even 2,000+ employees. These are not suitable for small businesses"" (Muse Glimmer 30B, negative prompt)
- HireVue: 11 of 15 labels negative. "HireVue is very expensive, has complex implementation, requires technical expertise, and is enterprise-focused" (Claude Haiku 4.5, negative prompt)
- TestGorilla: 8 of 70 labels negative. "TestGorilla: While popular, users frequently cite steep pricing for small organizations." (GLM 4.7 FlashX, negative prompt)
- The Predictive Index: 6 of 15 labels negative. "Avoid: Enterprise-only platforms with quote-only pricing (Criteria, Predictive Index, Wonderlic, HireVue)" (Kimi K2, scale prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: TestGorilla at 76%.

- EmployTest: 2% to 7%, +5. Inside the floor by 8 points · rank 5 → 2 of 80.
- TestGorilla: 71% to 76%, +5. Inside the floor by 8 points · rank 1 of 80, unchanged.
- HackerRank: 0% to 2%, +2. Inside the floor by 11 points · rank 14 → 6 of 80.
- Testlify: 2% to 0%, −2. Inside the floor by 11 points · rank 6 → 9 of 80.
- Hirevire: 2% to 0%, −2. Inside the floor by 11 points · rank 9 → 10 of 80.
- Vervoe: 2% to 2%, ±0. Inside the floor by 13 points · rank 3 → 4 of 80.
- Toggl Hire: 2% to 2%, ±0. Inside the floor by 13 points · rank 4 → 5 of 80.
- Codility: 0% to 0%, ±0. Inside the floor by 13 points · rank 15 → 14 of 80.
- The Predictive Index: 0% to 0%, ±0. Inside the floor by 13 points · rank 33 → 45 of 80.
- Criteria Corp: 0% to 0%, ±0. Inside the floor by 13 points · rank 13 → 74 of 80.
- SHL: 0% to 0%, ±0. Inside the floor by 13 points · rank 86 → 79 of 80.
- HireVue: 0% to 0%, ±0. Inside the floor by 13 points · rank 67 → 80 of 80.

## 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, October 2026 Edition, hr-ai-index.com.