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

Gane 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 a small B2B company. Page: https://www.gane.ai/index/hr/talent/candidate-assessment/2026-09/smb

This is the permanent record of the September 2026 Edition, published September 17, 2026 and superseded since. The current standing: https://www.gane.ai/index/hr/talent/candidate-assessment/smb/index.md

**Standing:** TestGorilla leads with 71% of first choices; verdict clear leader. 42 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [TestGorilla](https://www.gane.ai/index/hr/vendors/testgorilla/index.md) | 71% | 7% | 54 |
| 3 | [Vervoe](https://www.gane.ai/index/hr/vendors/vervoe/index.md) | 2% | 0% | 31 |
| 4 | [Toggl Hire](https://www.gane.ai/index/hr/vendors/toggl-hire/index.md) | 2% | 4% | 25 |
| 5 | [EmployTest](https://www.gane.ai/index/hr/vendors/employtest/index.md) | 2% | 0% | 15 |
| 6 | [Testlify](https://www.gane.ai/index/hr/vendors/testlify/index.md) | 2% | 0% | 15 |
| 13 | [Criteria Corp](https://www.gane.ai/index/hr/vendors/criteria-corp/index.md) | 0% | 21% | 24 |
| 14 | [HackerRank](https://www.gane.ai/index/hr/vendors/hackerrank/index.md) | 0% | 8% | 12 |
| 15 | [Codility](https://www.gane.ai/index/hr/vendors/codility/index.md) | 0% | 0% | 10 |

Rank is by share of first choices among all 87 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

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

- Claude Haiku 4.5: Traitify by Crosschq; alternatives Canditech, TestGorilla, Truffle
- GPT-5.4 mini: TestGorilla; alternatives Wonderlic
- Gemini 3.5 Flash: TestGorilla; alternatives Criteria Corp, Objective Management Group, Toggl Hire, Vervoe
- Perplexity Sonar: TestGorilla; alternatives Codility, Criteria Corp, GoodHire, HackerRank
- Grok 4.20: TestGorilla; alternatives Criteria Corp, Testlify, Toggl Hire, Vervoe
- Mistral Small: TestGorilla; alternatives EmployTest, Testlify, Toggl Hire, Vervoe
- DeepSeek V4 Flash: TestGorilla; alternatives Toggl Hire, Vervoe
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: TestGorilla; alternatives HackerRank, Vervoe
- Kimi K2: TestGorilla; alternatives Criteria Corp, Toggl Hire, Vervoe
- GLM 4.7 FlashX: TestGorilla; alternatives Criteria Corp, EmployTest, Vervoe
- MiniMax M2.5: TestGorilla; alternatives Criteria Corp, Testlify, Toggl Hire, Vervoe

## Sources the answers cite

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

- testgorilla.com: 31 answers, 52 citations
- hirevire.com: 28 answers, 46 citations
- testtrick.com: 28 answers, 36 citations
- jobcannon.io: 26 answers, 34 citations
- fitsmallbusiness.com: 26 answers, 26 citations
- peoplemanagingpeople.com: 21 answers, 23 citations
- g2.com: 20 answers, 35 citations
- getapp.com: 20 answers, 23 citations

Pages named in the most answers:

- https://fitsmallbusiness.com/best-pre-employment-assessment-tools (26 answers)
- https://jobcannon.io/compare/best-pre-employment-assessments (25 answers)
- https://testtrick.com/blogs/hiring-assessment-tools-small-mid-sized-teams (23 answers)
- https://peoplemanagingpeople.com/tools/best-pre-employment-testing-software (18 answers)
- https://anywherer.com/best-pre-employment-assessment-tools (16 answers)
- https://firsthr.app/compare/hiring/pre-employment-assessment (16 answers)
- https://aihr.com/blog/top-pre-employment-assessment-tools (14 answers)
- https://bryq.com/blog/best-talent-assessment-platforms-2026 (14 answers)
- https://hirevire.com/blog/best-recruitment-assessment-tools (14 answers)
- https://getapp.com/hr-employee-management-software/pre-employment-testing/org/small-business (13 answers)

## Warned against

- Harver: 5 of 7 labels negative. "Overpriced "Enterprise" Features (e.g., Harver) ... Why to Avoid: Users often question whether the "premium pricing" justifies the features" (GLM 4.7 FlashX, negative prompt)
- SHL: 5 of 6 labels negative. "Labeled "overkill" and "prohibitively expensive" for SMBs" (Grok 4.20, negative prompt)
- Criteria Corp: 5 of 24 labels negative. "Some platforms, like Criteria, 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" (Mistral Small, negative prompt)
- Myers-Briggs Type Indicator: 4 of 4 labels negative. "Many "free" personality tests rely on outdated theories (like Myers-Briggs) that have been largely debunked by modern HR science as predictors of job performance." (Qwen 3.7 Flash, negative prompt)

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, September 2026 Edition, www.gane.ai/index/hr.