Zero of fourteen models named CoderPad first on the direct prompt; zero named TestDome. CoderPad was named by fourteen of the fourteen models and TestDome by eleven and CoderPad carries 32 labels and TestDome 16, 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 November 2026 Edition, CoderPad and TestDome were named in the same answer twenty-two times, of the 111 answers naming CoderPad and the 57 naming TestDome. In those answers TestDome took the first choice six 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 4.20 | ||||||
| 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 |
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 assessments with proctoring enabled: CoderPad advertises webcam monitoring, AI analysis of video, and recording candidate activity.” GPT-6 Luna · negative prompt · soft negative
“Codility and CoderPad are popular tools for live technical interviews and coding assessments, but may require a larger budget” Llama 4 Maverick · budget prompt · soft negative
“with CoderPad and Codility being some of the worst." ... "CoderPad cut me off early claiming my deadline expired"” Muse Glimmer 30B · negative prompt · soft negative
“CoderPad is my top recommendation for a mid-sized B2B company.” Grok 4.20 · paraphrase prompt · first choice
“I'd recommend CoderPad as the top pick” DeepSeek V4 Flash · paraphrase prompt · first choice
“Top Overall Recommendation: CoderPad” Gemini 3.5 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“reviewers note proctoring can be accidentally left enabled, so teams need to double-check settings before sending assessments” GPT-5.4 mini · negative prompt · soft negative
“specific reviews call it "the worst testing platform" due to delivery issues” Grok 4.20 · negative prompt · soft negative
“For a company with a tight or unpredictable budget, I'd start with TestDome.” GPT-6 Luna · budget prompt · first choice
“such as Coderbyte or TestDome, which offer pay-as-you-go pricing” Llama 4 Maverick · budget prompt · first choice
“Excellent for ultra-low budgets or bursty hiring... lacks some of Coderbyte's AI/advanced screening features” Grok 4.20 · budget 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.