2 categories · RankedCoderbyte
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Technical hiring assessments | Talent acquisition | 13% | 3 of 52 | 8% | 13 | accepted challenger |
| Candidate assessment | Talent acquisition | 0% | 37 of 100 | 0% | 1 | under 10 labels · led by TestGorilla at 68% |
Movement
By model
How each model treated Coderbyte 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 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 0 | 2 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 1 | 1 | 0 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 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.
“the best fit is usually Coderbyte or TestDome, with Coderbyte having the strongest support in the results as a cost-effective option” Perplexity Sonar · Technical hiring assessm · budget prompt · first choice
“Coderbyte stands out as one of the best coding assessment platforms due to its affordable entry-level pricing” Grok 4.1 Fast · Technical hiring assessm · budget prompt · first choice
“CoderByte offers all-inclusive pricing and is affordable if you're hiring on a budget” Claude Haiku 4.5 · Technical hiring assessm · budget prompt · first choice
“Coderbyte if you need more regular assessments (flexible pricing with free trial)” MiniMax M2.5 · Technical hiring assessm · budget 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.
“Coderbyte has a mixed reputation. While it is widely used, it suffers from specific reliability and validity issues” Qwen 3.7 Flash · Technical hiring assessm · negative prompt · soft negative
Named alongside
The products named in the same answers as Coderbyte, over the 48 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Coderbyte 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 39 of the 48 answers that named Coderbyte and are not a share of its labels.
Domains cited
216 of the 216 domain citations in answers naming Coderbyte came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Coderbyte
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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 Coderbyte'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 Coderbyte, 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 Coderbyte by email, built from the raw record of the edition. It shows:
- where Coderbyte 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 Coderbyte, 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 coderbyte.com 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 Coderbyte 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
Coderbyte 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.