CoderPad vs Coderbyte
One of fourteen models named CoderPad first on the direct prompt; one named Coderbyte. CoderPad was named by fourteen of the fourteen models and Coderbyte by twelve and CoderPad carries 52 labels and Coderbyte 22, so the shares are not directly comparable.
Named in three 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
CoderPadFirst choices, of fourteen modelsCoderbyte
Across every category in the October 2026 Edition, CoderPad and Coderbyte were named in the same answer thirty-seven times, of the 142 answers naming CoderPad and the 82 naming Coderbyte. In those answers Coderbyte took the first choice six times and CoderPad ten.
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 4.1 Fast | | | | | | |
| 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 | | | |
CoderPad Coderbyte first choice named as an alternative argued againstblank: not namedEach cell is one answer, CoderPad on the left and Coderbyte on the right.The direct prompt
CoderPad first, Coderbyte not the choice
1 of 14 modelsCoderbyte was named in the answer but not as the choice, or not at all.Coderbyte first, CoderPad not the choice
1 of 14 modelsCoderPad was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Coderbyte22%#1 of 8CoderPad17%#2 of 8CoderPad10%#3 of 9Coderbyte10%#4 of 9Coderbyte18%#2 of 8CoderPad0%#6 of 8What the models said about CoderPad
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“CoderPad lacks webcam monitoring and browser lockdown features... the site can get buggy, has limited pre-built questions” Claude Haiku 4.5 · negative prompt · soft negative
“Advanced features locked behind higher tiers, occasional bugs, limited question library” MiniMax M2.5 · negative prompt · soft negative
“CoderPad – Time management issues, weaker proctoring.” GLM 4.7 FlashX · negative prompt · soft negative
“CoderPad | End-to-End & Live Pairing | Offers a great developer experience. Candidates use a real VS Code-like environment.” Gemini 3.5 Flash · scale prompt · first choice
“CoderPad if you want to interview candidates in real-time to gauge their communication and debugging skills.” GLM 4.7 FlashX · comparative prompt · first choice
“Known for live, collaborative interviews, which can provide a more realistic candidate experience” Mistral Small · negative 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.
“Frequently called out as one of the worst by candidates due to bugs ... "riddled with bugs"” Grok 4.1 Fast · negative prompt · hard negative
“Some platforms (like Coderbyte) have cheap base prices but charge add-ons for proctoring” DeepSeek V4 Flash · budget prompt · soft negative
“Best for Regular Hiring: Coderbyte ... unlimited plan offers the best value.” Kimi K2 · budget prompt · first choice
“For a small company watching cash flow, I'd start with Coderbyte's monthly plan.” GPT-6 Luna · budget prompt · first choice
“Coderbyte stands out as one of the best coding assessment platforms” Grok 4.1 Fast · 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.