# Goodfit: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 2 categories by 5 of 14 models. Page: https://www.gane.ai/index/hr/vendors/goodfit

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Technical hiring assessments](https://www.gane.ai/index/hr/talent/technical-hiring-assessments/index.md) | 2% | 14 | 0% | 3 |
| [HR AI assistants](https://www.gane.ai/index/hr/experience/hr-ai-assistants/index.md) | 0% | 53 | 0% | 2 |

## What the models said for it

- "Goodfit if you want to test the platform before committing (20 free assessments)" (MiniMax M2.5, Technical hiring assessm)
- "Goodfit, which puts coding tests, voice interviews, and an ATS in one tool" (Llama 4 Maverick, Technical hiring assessm)
- "Goodfit – Strong enterprise candidate matching" (Qwen 3.7 Flash, HR AI assistants)
- "Goodfit – Best for Mixed Roles" (GLM 4.7 FlashX, Technical hiring assessm)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Goodfit, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- goodfit.so: 5 (its own site)
- codility.com: 4
- playcode.io: 4
- adaface.com: 3
- itechguides.com: 3
- sourcrlab.com: 3
- amazinghiring.com: 2
- coderbyte.com: 2
- coderpad.io: 2
- leadwithai.co: 2

### Pages cited

- https://goodfit.so/guides/best-coding-assessment-platforms: 5
- https://codility.com/: 4
- https://playcode.io/blog/best-coding-interview-platforms-2026: 4
- https://adaface.com/coding-assessment-tools: 3
- https://itechguides.com/best/coding-assessment-platforms: 3
- https://sourcrlab.com/best/best-coding-assessment-tools: 3
- https://amazinghiring.com/blog/top-10-tech-skills-assessment-tools: 2
- https://coderbyte.com/blog/reviewing-all-43-of-the-technical-assessment-platforms: 2

## In its own words

What Goodfit's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Voice AI for HR teams: Hire, Train and Retain (https://goodfit.so/)
- For: HR teams (https://goodfit.so/)
- Price stated: 20 free assessments, no card needed. Then $3 per assessment. No seats or annual contract (https://goodfit.so/)
- Starting price: 3 (https://goodfit.so/)
- Free plan or trial: 20 free assessments, no card needed (https://goodfit.so/)
- Certifications: SOC 2 Type II, DPDP Act
- Hosting: Mumbai, India
- Customers named: Logile, Springworks, Bajaj Capital, Somany Ceramics, Zoko, Pocketpills, Xcelore

## What it publishes

Every page goodfit.so exposes, read 2026-09-29: 452 addresses. By kind, pages and the last 90 days:

- blog: 2 pages, 0 in the last 90 days, latest undated
- case study: 7 pages, 0 in the last 90 days, latest undated
- report or ebook: 27 pages, 0 in the last 90 days, latest undated
- comparison: 11 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated

## Record

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