CoderPad vs Codility
One of fourteen models named CoderPad first on the direct prompt; three named Codility. Both were named by all fourteen models and CoderPad carries 52 labels and Codility 53, so the shares are not directly comparable.
Named in three categories this edition.
Named in three 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 modelsCodility
Across every category in the October 2026 Edition, CoderPad and Codility were named in the same answer 102 times, of the 142 answers naming CoderPad and the 212 naming Codility. In those answers Codility took the first choice thirteen times and CoderPad sixteen.
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 Codility first choice named as an alternative argued againstblank: not namedEach cell is one answer, CoderPad on the left and Codility on the right.The direct prompt
CoderPad first, Codility not the choice
1 of 14 modelsCodility was named in the answer but not as the choice, or not at all.Codility first, CoderPad an alternative
3 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
5 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
CoderPad17%#2 of 8Codility3%#7 of 8Codility11%#4 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 Codility
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid if budget is the main constraint... Codility tends to start higher and is more enterprise-oriented” GPT-5.4 mini · budget prompt · hard negative
“(e.g., HackerRank, Codility, CodeSignal): ... often criticized for not reflecting real-world job tasks” Mistral Small · negative prompt · hard negative
“High negative sentiment (e.g., labeled "hostile candidate experience" in AI model analyses)” Grok 4.1 Fast · negative prompt · hard negative
“### 1. Codility - Best for: Mid-market to enterprise companies needing secure, scalable assessments” MiniMax M2.5 · direct prompt · first choice
“Choose HackerRank or Codility if you are an enterprise needing rigorous automated screening” Gemini 3.5 Flash · comparative 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.