# Byteboard: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 1 of 14 models. Page: https://www.gane.ai/index/hr/vendors/byteboard

## 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% | 24 | 0% | 2 |
| [Candidate assessment](https://www.gane.ai/index/hr/talent/candidate-assessment/index.md) | 0% | 64 | 0% | 1 |

## What the models said for it

- "Modern Alternatives Gaining Favor: Platforms like Byteboard, Karat" (Gemini 3.5 Flash, 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 | 1 | 0 | 2 | 0 | 3 |
| 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 | 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 Byteboard, from 3 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- codility.com: 2
- hackerrank.com: 2
- selectsoftwarereviews.com: 2
- adaface.com: 1
- amazinghiring.com: 1
- augmentcode.com: 1
- blog.imocha.io: 1
- coderbyte.com: 1
- coderpad.io: 1
- codesignal.com: 1

### Pages cited

- https://hackerrank.com/writing/best-coding-assessment-tools: 2
- https://selectsoftwarereviews.com/buyer-guide/online-coding-interview-tools: 2
- https://adaface.com/coding-assessment-tools: 1
- https://amazinghiring.com/blog/top-10-tech-skills-assessment-tools: 1
- https://augmentcode.com/tools/best-coding-assessment-tools-enterprise: 1
- https://blog.imocha.io/coding-assessment-tools: 1
- https://coderbyte.com/blog/reviewing-all-43-of-the-technical-assessment-platforms: 1
- https://coderpad.io/blog/announcements/best-technical-assessment-software-for-hr-teams-in-2026: 1

## 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.