# Coderbyte: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 45 judge labels across 2 categories by 13 of 14 models. Page: https://www.gane.ai/index/hr/vendors/coderbyte

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Technical hiring assessments](https://www.gane.ai/index/hr/talent/technical-hiring-assessments/index.md) | 15% | 3 | 5% | 40 |
| [Candidate assessment](https://www.gane.ai/index/hr/talent/candidate-assessment/index.md) | 0% | 24 | 0% | 5 |

## What the models said for it

- "likely to be one that offers a flexible pricing model, such as Coderbyte or TestDome, which offer pay-as-you-go pricing" (Llama 4 Maverick, Technical hiring assessm)
- "Coderbyte or DevSkiller: Strong on realistic simulations, unlimited usage models, and positive feedback for UX." (Grok 4.20, Technical hiring assessm)
- "Coderbyte at $99/month or annual unlimited plan offers the best long-term value and feature set for the price" (Kimi K2, Technical hiring assessm)
- "Coderbyte stands out as the best overall coding assessment platform for companies with a limited budget" (Grok 4.20, Technical hiring assessm)

## And against it

- "Coderbyte has specific issues regarding transparency and feedback." (GLM 4.7 FlashX, Technical hiring assessm)
- "though fewer features for complex B2B use cases" (DeepSeek V4 Flash, Technical hiring assessm)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 1 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 2 | 3 | 1 | 0 | 6 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 2 | 1 | 2 | 0 | 5 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 1 | 5 |
| Llama 4 Maverick | 1 | 1 | 2 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 1 | 2 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 1 | 5 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Coderbyte, from 125 of the 130 answers that named it (only the models that return a source list).

### Domains cited

- codility.com: 87
- coderbyte.com: 81 (its own site)
- hackerrank.com: 48
- g2.com: 46
- selectsoftwarereviews.com: 37
- codesignal.com: 29
- selecthub.com: 29
- adaface.com: 26
- sourcrlab.com: 26
- testtrick.com: 24

### Pages cited

- https://coderbyte.com/blog/reviewing-all-43-of-the-technical-assessment-platforms: 73
- https://codility.com/compare/best-technical-assessment-platforms: 63
- https://codility.com/how-to-choose-technical-assessment-platform: 43
- https://selectsoftwarereviews.com/buyer-guide/online-coding-interview-tools: 36
- https://codility.com/: 34
- https://codility.com/compare: 26
- https://selecthub.com/c/technical-assessment-tools: 24
- https://adaface.com/coding-assessment-tools: 21

## In its own words

What Coderbyte's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Talent evaluation platform (https://coderbyte.com/)
- For: Hiring teams evaluating candidates for technology and nontechnical roles (https://coderbyte.com/)
- Price stated: Pro $1799/year; Monthly $99/mo for 20 invites; Pay As You Go $500 per 50 invites; Enterprise starts at $12,495 per year (https://coderbyte.com/)
- Starting price: 99/mo (https://coderbyte.com/)
- Free plan or trial: FREE TRIAL; 14 day free trial (https://coderbyte.com/)
- Integrations claimed: 11 (https://coderbyte.com/)
- Certifications: SOC 2, GDPR
- Hosting: US
- Customers named: Astranis, Cherre, Ark-x

## What it publishes

Every page coderbyte.com exposes, read 2026-09-29: 178 addresses. By kind, pages and the last 90 days:

- blog: 23 pages, 6 in the last 90 days, latest 2026-09-18
- case study: 3 pages, 0 in the last 90 days, latest undated
- comparison: 5 pages, 3 in the last 90 days, latest 2026-09-19
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-19 comparison: Coderpad review pros cons and the best alternatives in 2026 https://coderbyte.com/blog/coderpad-review-pros-cons-and-the-best-alternatives-in-2026
- Recent: 2026-09-18 blog: Ats mcp and zapier comparing integrations across 10 leading assessment platforms https://coderbyte.com/blog/ats-mcp-and-zapier-comparing-integrations-across-10-leading-assessment-platforms
- Recent: 2026-09-17 blog: How to evaluate candidates with ai https://coderbyte.com/blog/how-to-evaluate-candidates-with-ai
- Recent: 2026-09-12 comparison: Codility review pros cons and the best alternatives in 2026 https://coderbyte.com/blog/codility-review-pros-cons-and-the-best-alternatives-in-2026
- Recent: 2026-09-09 blog: Analyzing the top 10 brands mentioned across every list of candidate evaluation platforms https://coderbyte.com/blog/analyzing-the-top-10-brands-mentioned-across-every-list-of-candidate-evaluation-platforms
- Recent: 2026-09-08 blog: The expert guide to cheating prevention and detection in technical assessments https://coderbyte.com/blog/the-expert-guide-to-cheating-prevention-and-detection-in-technical-assessments

## 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.