Coderbyte is a talent evaluation platform for hiring teams assessing candidates for technology and nontechnical roles · coderbyte.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Ranked first, contested: CoderPad has 11%.
HackerRank is first at 23%. 1 of 14 models made it the first choice when asked directly.
HackerRank is first at 38%.
“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 · Budget-constrained question · first choice
“Coderbyte or DevSkiller: Strong on realistic simulations, unlimited usage models, and positive feedback for UX.”Grok 4.20 · Negative question · first choice
“Coderbyte at $99/month or annual unlimited plan offers the best long-term value and feature set for the price”Kimi K2 · Budget-constrained question · first choice
“Coderbyte stands out as the best overall coding assessment platform for companies with a limited budget”Grok 4.20 · Budget-constrained question · first choice
“Coderbyte has specific issues regarding transparency and feedback.”GLM 4.7 FlashX · Negative question · warning
“though fewer features for complex B2B use cases”DeepSeek V4 Flash · Paraphrase question · warning
The products named in the same answers as Coderbyte, over the 130 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 111 | 21 | Compare → | |
| 95 | 13 | Compare → | |
| 94 | 20 | Compare → | |
| 78 | 8 | Compare → | |
| 47 | 5 | Compare → | |
| 33 | 7 | Compare → | |
| 30 | 0 | View → | |
| 25 | 1 | View → | |
| 18 | 0 | View → | |
| 17 | 0 | View → |
What the models named instead of Coderbyte →
A side-by-side page exists where both products are among a category's top eight.
Stated on Coderbyte's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 125 of the 130 answers that named Coderbyte and are not a share of its labels.
352 of the 433 domain citations in answers naming Coderbyte came from a third party's page.
Pages are listed as the models cited them.
| 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 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 23 | 6 | 2026-09-18 | Candidate assessment, Applicant tracking syste | |
| Comparison | 5 | 3 | 2026-09-19 | ||
| Case study | 3 | undated | |||
| Template or tool | 1 | undated | |||
| Glossary or explainer | 1 | undated |
Every page coderbyte.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.