← Technical Interviewing & Assessment ranking

Enterprise pick · Prompt 5 of 8 · September 2026

A real buyer question from the September 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“Which technical interview platform should a large enterprise standardize on, considering security, compliance, and scale?”

ChatGPT answered 3× this snapshot

For a large enterprise optimizing for security, compliance, and scale, the safest default recommendation is: CoderPad for Teams / Enterprise Why: Strong enterprise positioning Good support for secure, standardized live coding Commonly adopted by larger organizations Mature interviewer workflow and candidate experience Typically better suited than startup-focused tools for broad enterprise rollout Close alternatives…

Named across its answers: 1. CoderPad2. HackerRank3. CodeSignal4. Karat5. Codility

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

HackerRank dominates this question, appearing in all 9 answers and taking the first recommendation slot 7 times at an average position of 1.2, a near-unanimous signal for enterprise buyers. Karat shows up just as often by count but averages position 4.1 and never leads, making it a consistent footnote rather than a genuine rival.

AI-generated read of the September 2026 measurements.

Who wins this question

Owned Consensus

All three models name CoderPad, HackerRank, Karat and Codility on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

HackerRank 212111111 9/9 · 7× first · #1.2

Karat 446444344 9/9 · never first · #4.1

CoderPad 13133323 8/9 · 2× first · #2.4

Codility 322243 6/9 · never first · #2.7

CodeSignal 32422 5/9 · never first · #2.6

Qualified.io 66 2/9 · never first · #6

Byteboard 5 1/9 · never first · #5

HireVue 5 1/9 · never first · #5

interviewing.io 5 1/9 · never first · #5

Greenhouse 5 1/9 · never first · #5

TestGorilla 6 1/9 · never first · #6

Workday 7 1/9 · never first · #7

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Showing the top 12 of 17 brands named at least once. Never mentioned here: LeetCode, Filtered, CodeSubmit, Coderbyte, NeetCode, Codeforces, Woven.