4 categories · RankedCoderPad
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Technical hiring assessments | Talent acquisition | 21% | 2 of 52 | 0% | 40 | accepted challenger |
| Candidate assessment | Talent acquisition | 0% | 26 of 100 | 0% | 2 | under 10 labels · led by TestGorilla at 68% |
| Skills intelligence | Performance and talent management | 0% | 80 of 161 | 0% | 1 | under 10 labels · led by TalentGuard at 19% |
| Video interviewing | Talent acquisition | 0% | 24 of 40 | 0% | 1 | under 10 labels · led by Spark Hire at 55% |
Movement
By model
How each model treated CoderPad across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 4 | 1 | 0 | 5 |
| Gemini 3.5 Flash | 3 | 2 | 2 | 0 | 7 |
| Perplexity Sonar | 0 | 2 | 2 | 0 | 4 |
| Grok 4.1 Fast | 1 | 2 | 1 | 0 | 4 |
| Mistral Small | 1 | 2 | 1 | 0 | 4 |
| DeepSeek V4 Flash | 1 | 4 | 1 | 0 | 6 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 2 | 0 | 1 | 0 | 3 |
| Kimi K2 | 3 | 1 | 1 | 0 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Prioritize platforms that offer work-sample style assessments over pure algorithm tests (e.g., CoderPad, HackerRank Projects, Codility's newer formats)” MiniMax M2.5 · Technical hiring assessm · 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 · Technical hiring assessm · comparative prompt · first choice
“For ultra-tight budgets: Start with CoderPad's free plan ... CoderPad Starter ($80/month annual) - unlimited users” Kimi K2 · Technical hiring assessm · budget prompt · first choice
“The best platforms (like CoderPad for live interviews, or take-home tasks) respect your time and privacy” DeepSeek V4 Flash · Technical hiring assessm · negative prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Named alongside
The products named in the same answers as CoderPad, over the 129 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and CoderPad was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 102 of the 129 answers that named CoderPad and are not a share of its labels.
Domains cited
379 of the 429 domain citations in answers naming CoderPad came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as CoderPad
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Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when CoderPad's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as CoderPad, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for CoderPad by email, built from the raw record of the edition. It shows:
- where CoderPad is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name CoderPad, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at coderpad.io is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.
Badges
Wins only: a badge exists where CoderPad is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
CoderPad is among the products AI models recommend first in Technical hiring assessments this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of September 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.