# CodeSubmit: how AI models rank it, November 2026

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

## 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% | 13 | 0% | 3 |

## What the models said for it

- "CodeSubmit is a powerful and flexible coding test platform offering a wide variety of technical assessments" (Claude Haiku 4.5, Technical hiring assessm)
- "CodeSubmit or DevSkiller — Best for Practical / Real-World Take-Homes" (Gemini 3.5 Flash, Technical hiring assessm)
- "Best for Real-World Take-Home Assignments: CodeSubmit" (Gemini 3.5 Flash, Technical hiring assessm)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| 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 CodeSubmit, from 5 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- codesubmit.io: 5 (its own site)
- coderbyte.com: 3
- codesignal.com: 3
- g2.com: 2
- hirehunch.com: 2
- interviewcost.com: 2
- nextmantra.ai: 2
- testgorilla.com: 2
- adaface.com: 1
- anywherer.com: 1

### Pages cited

- https://coderbyte.com/blog/reviewing-all-43-of-the-technical-assessment-platforms: 3
- https://codesignal.com/blog/5-coding-assessment-platforms-for-your-technical-hiring: 2
- https://codesubmit.io/blog/coding-assessment-tools: 2
- https://codesubmit.io/blog/coding-assessment-tools-2024: 2
- https://hirehunch.com/blog/best-coding-interview-platforms: 2
- https://interviewcost.com/coding-assessment-cost: 2
- https://nextmantra.ai/blog/best-coding-test-platforms-compared: 2
- https://testgorilla.com/blog/testgorilla-vs-coderbyte: 2

## In its own words

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

- Positioning: Real engineering assessments for AI-ready teams. (https://codesubmit.io/)
- For: engineering teams worldwide (https://codesubmit.io/)
- Price stated: View pricing (https://codesubmit.io/)
- Starting price: 49 (https://www.codesubmit.io/pricing)
- Free plan or trial: Start free trial; Launch your first assessment in minutes. No credit card required. (https://codesubmit.io/)
- Integrations claimed: 11 (https://codesubmit.io/)
- Customers named: Audi

## What it publishes

Every page codesubmit.io exposes, read 2026-09-29: 400 addresses. By kind, pages and the last 90 days:

- blog: 85 pages, 0 in the last 90 days, latest 2026-06-19
- conference or event: 2 pages, 0 in the last 90 days, latest 2022-11-07
- comparison: 6 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 0 in the last 90 days, latest undated
- news or press: 3 pages, 0 in the last 90 days, latest undated
- Recent: 2026-06-19 blog: Sentinel integrity https://www.codesubmit.io/blog/sentinel-integrity/
- Recent: 2026-04-30 blog: Best countries for software engineers https://www.codesubmit.io/blog/best-countries-for-software-engineers
- Recent: 2026-04-23 blog: Harness engineering https://www.codesubmit.io/blog/harness-engineering/
- Recent: 2026-04-14 blog: Struggle of junior developers in the ai age https://www.codesubmit.io/blog/struggle-of-junior-developers-in-the-ai-age
- Recent: 2025-07-09 blog: Announcing codepair v2 https://www.codesubmit.io/blog/announcing-codepair-v2
- Recent: 2024-03-05 blog: Coding assessment tools 2024 https://www.codesubmit.io/blog/coding-assessment-tools-2024

## 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.