One of fourteen models named CoderPad first on the direct prompt; one named DevSkiller. CoderPad was named by fourteen of the fourteen models and DevSkiller by nine and CoderPad carries 52 labels and DevSkiller 10, 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.
Across every category in the October 2026 Edition, CoderPad and DevSkiller were named in the same answer thirteen times, of the 142 answers naming CoderPad and the 20 naming DevSkiller. In those answers DevSkiller took the first choice zero times and CoderPad one.
| 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 |
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.
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“CodeSignal / DevSkiller are commonly recommended for 50-500 hires mid-market teams” Muse Glimmer 30B · direct prompt · first choice
“CodeSignal or DevSkiller is explicitly listed for *mid-market (50–500 hires)*” Perplexity Sonar · direct prompt · alternative
“Uses the RealLifeTesting" methodology... realistic code scenarios” GLM 4.7 FlashX · comparative prompt · alternative
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.