Thunderdome B2B SaaS AI Visibility Index

← Technical Interviewing & Assessment ranking

Brand report · September 2026

Byteboard Byteboard: AI Visibility Report

byteboard.dev ↗

When buyers ask ChatGPT, Claude, and Gemini about technical interviewing & assessment, Byteboard ranks #8 of 15, a Visibility Score of 15 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 Byteboard

One arena, mid-table, no breakout moment.

Where it wins. Byteboard earns a 21% mention rate in Technical Interviewing and Assessment, meaning one in five relevant AI conversations includes it at all. That foothold keeps it in contention alongside CoderPad and HackerRank.

Where it loses. A 2.8% first-pick rate at rank 8 of 15 means buyers hear the name but reach past it. The complete absence from 'Feature-led ask' and 'If you could pick one' prompts is the real problem: when a buyer narrows down, Byteboard does not make the cut.

AI-generated analysis of the September 2026 measurements.

On message

How Byteboard positions itself vs how AI ranks it

Byteboard claims Technical Interviewing & Assessment and the models back it: #8 of 15 there.

The pitch

"Hire builders, not test takers"

What AI actually says
In Technical Interviewing & Assessment #8 of 15, claim holds

Homepage self-messaging · September 2026 ranking · the biggest gaps across the index →

Technical Interviewing & Assessment · #8 of 15

15 / 100 flat vs last month
21%
mention rate (72 answers)
4
avg. position
3%
first pick
4%
share of voice
14.2Jul 2026Jul 2026: 14.214.6Aug 2026Aug 2026: 14.614.7Sep 2026Sep 2026: 14.7
ChatGPT
5
Claude
4
Gemini
35

One of the index's bigger model splits: see where the models disagree →

How the models portray Byteboard

Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).

53% 47%
endorsed · 95% band 30–75% listed caveated graded across 15 mentions in Technical Interviewing & Assessment answers
Prompt themes Byteboard would want to own

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

Budget & alternatives
3/9 · #1×2

Gaps Feature-led ask · If you could pick one

Most co-mentioned competitors

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

CoderPad
80%
HackerRank
80%
Karat
67%
Codility
60%
CodeSignal
53%
interviewing.io
33%

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

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