Thunderdome B2B SaaS AI Visibility Index

← Technical Interviewing & Assessment ranking

Brand report · July 2026

CodeSandbox CodeSandbox: AI Visibility Report

codesandbox.io ↗

When buyers ask ChatGPT, Claude, and Gemini about technical interviewing & assessment, CodeSandbox ranks #12 of 15, a Visibility Score of 5 in Technical Interviewing & Assessment .

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

How AI sees CodeSandbox

Barely visible, never chosen, lost among stronger assessment brands.

Where it wins. CodeSandbox shows up 11% of the time on broad 'Best overall' prompts, which is its only foothold in this category.

Where it loses. It ranks 12th of 15 with zero first-pick selections, and AI models skip it entirely when buyers ask about enterprise fit, budget tradeoffs, or direct head-to-head comparisons against HackerRank and CoderPad.

AI-generated analysis of the July 2026 measurements.

Technical Interviewing & Assessment · #12 of 15

5 / 100 first snapshot (July 2026)
11%
mention rate (72 answers)
7
avg. position
0%
first pick
2%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
9
Claude
5
Gemini
0
Prompt themes CodeSandbox would want to own

Share of each theme's answers that mention CodeSandbox. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Gaps Enterprise pick · Feature-led ask · If you could pick one · Budget & alternatives

Most co-mentioned competitors
HackerRank
100%
CoderPad
100%
CodeSignal
75%
Replit
63%
StackBlitz
50%
Codility
50%

Share of CodeSandbox's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

Scores are measured from real AI answers, refreshed monthly. Methodology.

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