Six of twelve models named HackerRank first on the direct prompt; one named CoderPad. Both were named by all twelve models and HackerRank carries 57 labels and CoderPad 40, so the shares are not directly comparable.
Named in four categories this edition.
Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
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.
“Users frequently complain about "overage fees." ... Googleable Questions: ... default assessments are often easily searchable online.” GLM 4.7 FlashX · negative prompt · hard negative
“buggy UI/UX ... High drop-off rates and "horrible experience" sentiments” Grok 4.1 Fast · negative prompt · hard negative
“Why we recommend avoiding HackerRank or Codility (for now)” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Qualified (free) and HackerRank Starter ($99/mo) offer the best balance of cost, reliability, and candidate familiarity” DeepSeek V4 Flash · budget prompt · first choice
“Best for: End-to-end enterprise technical hiring. ... broadest platform and largest general hiring workflow” GPT-5.4 mini · comparative prompt · first choice
“the best *default* choice is usually HackerRank if your priority is technical hiring at scale” Perplexity Sonar · direct 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.
“Prioritize platforms that offer work-sample style assessments over pure algorithm tests (e.g., CoderPad, HackerRank Projects, Codility's newer formats)” MiniMax M2.5 · scale prompt · first choice
“1. CoderPad (Best for Real-World, AI-Native Collaborative Hiring) CoderPad is highly regarded for simulating what a developer actually does on the job.” Gemini 3.5 Flash · comparative prompt · first choice
“For ultra-tight budgets: Start with CoderPad's free plan ... CoderPad Starter ($80/month annual) - unlimited users” Kimi K2 · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.