HackerRank vs Coderbyte
Four of fourteen models named HackerRank first on the direct prompt; one named Coderbyte. HackerRank was named by fourteen of the fourteen models and Coderbyte by thirteen and HackerRank carries 70 labels and Coderbyte 40, so the shares are not directly comparable.
Named in four categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the technical hiring assessments page.
By framing
HackerRankFirst choices, of fourteen modelsCoderbyte
Across every category in the November 2026 Edition, HackerRank and Coderbyte were named in the same answer 111 times, of the 309 answers naming HackerRank and the 130 naming Coderbyte. In those answers Coderbyte took the first choice thirty times and HackerRank twenty-one.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | | | |
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | | |
| Mistral Small | | | | |||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | | |
HackerRank Coderbyte first choice named as an alternative argued againstblank: not namedEach cell is one answer, HackerRank on the left and Coderbyte on the right.The direct prompt
HackerRank first, Coderbyte an alternative
4 of 14 modelsCoderbyte was named in the answer but not as the choice, or not at all.Coderbyte first, HackerRank not the choice
1 of 14 modelsHackerRank was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Coderbyte36%#1 of 9HackerRank8%#3 of 9HackerRank23%#1 of 8Coderbyte15%#3 of 8HackerRank38%#1 of 10Coderbyte15%#3 of 10What the models said about HackerRank
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Why Avoid the Giants? (HackerRank & Codility) ... often poor choices for *strictly* limited budgets” Qwen 3.7 Flash · budget prompt · hard negative
“One of the most commonly complained-about platforms among developers.” DeepSeek V4 Flash · negative prompt · hard negative
“HackerRank when you need realistic, production-like engineering work. Its environment may use a proprietary coding agent rather than the candidate's normal tools” Perplexity Sonar · negative prompt · soft negative
“HackerRank (17% preference): Widely recognized for its robust coding assessments and support for many programming languages” Mistral Small · paraphrase prompt · first choice
“I'd generally recommend HackerRank if your main need is technical screening and structured coding interviews at scale” GPT-5.4 mini · paraphrase prompt · first choice
“For most mid-market B2B companies, HackerRank offers the best balance of features and affordability” Kimi K2 · direct prompt · first choice
What the models said about Coderbyte
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Coderbyte has specific issues regarding transparency and feedback.” GLM 4.7 FlashX · negative prompt · soft negative
“though fewer features for complex B2B use cases” DeepSeek V4 Flash · paraphrase prompt · soft negative
“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 prompt · first choice
“Coderbyte or DevSkiller: Strong on realistic simulations, unlimited usage models, and positive feedback for UX.” Grok 4.20 · negative prompt · 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 prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.