# Qualified: 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/qualified

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Technical hiring assessments](https://www.gane.ai/index/hr/talent/technical-hiring-assessments/index.md) | 0% | 23 | 0% | 4 |
| [Candidate assessment](https://www.gane.ai/index/hr/talent/candidate-assessment/index.md) | 0% | 55 | 0% | 1 |

## What the models said for it

- "Qualified is an all-in-one coding assessment and technical interview platform that stands out for its robust performance analytics" (Claude Haiku 4.5, Technical hiring assessm)
- "Choose DevSkiller or Qualified when realistic, project-like tasks are more valuable than short algorithm questions." (Perplexity Sonar, Technical hiring assessm)
- "Choose HackerRank / Coderbyte / Qualified if your hiring is mostly engineering-focused" (GPT-5.4 mini, Candidate assessment)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Qualified, from 7 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- coderbyte.com: 5
- codility.com: 4
- selectsoftwarereviews.com: 3
- testgorilla.com: 3
- adaface.com: 2
- amazinghiring.com: 2
- codesignal.com: 2
- unstop.com: 2
- blog.imocha.io: 1
- coderpad.io: 1

### Pages cited

- https://coderbyte.com/blog/reviewing-all-43-of-the-technical-assessment-platforms: 5
- https://codility.com/how-to-choose-technical-assessment-platform: 3
- https://selectsoftwarereviews.com/buyer-guide/online-coding-interview-tools: 3
- https://amazinghiring.com/blog/top-10-tech-skills-assessment-tools: 2
- https://codility.com/compare/best-technical-assessment-platforms: 2
- https://adaface.com/coding-assessment-tools: 1
- https://adaface.com/tech-recruiting-tools: 1
- https://blog.imocha.io/coding-assessment-tools: 1

## What it publishes

Every page qualified.io exposes, read 2026-09-29: 316 addresses. By kind, pages and the last 90 days:

- blog: 80 pages, 0 in the last 90 days, latest 2025-02-02
- report or ebook: 14 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest 2018-05-15
- Recent: 2025-02-02 blog: 6 ways to reduce time to hire for technical roles https://www.qualified.io/blog-posts/6-ways-to-reduce-time-to-hire-for-technical-roles
- Recent: 2023-03-09 blog: Andela and qualified join forces https://www.qualified.io/blog-posts/andela-and-qualified-join-forces
- Recent: 2023-02-01 blog: Ats integration qualified recruitee https://www.qualified.io/blog-posts/ats-integration-qualified-recruitee
- Recent: 2023-01-12 blog: Lever integration https://www.qualified.io/blog-posts/lever-integration
- Recent: 2022-10-19 blog: Why dev team communication matters during the onboarding process https://www.qualified.io/blog-posts/why-dev-team-communication-matters-during-the-onboarding-process
- Recent: 2022-09-29 blog: The developer interview process is flawed https://www.qualified.io/blog-posts/the-developer-interview-process-is-flawed

## 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.