Technical hiring that
survives AI

Candidates debug a live application with real tools. Every session includes an LLM baseline so you see exactly what the candidate adds beyond the machine.

Technical hiring that scales

Live debugging, not trivia

Candidates solve real problems in a sandboxed environment with IDE, terminal, and observability tools. No algorithm puzzles. Actual debugging.

Measured against an LLM baseline

Every session includes what ChatGPT alone produces. You see exactly what the candidate adds: judgment, instincts, knowing when the AI is wrong.

Review candidates in minutes

Timeline view, key moments flagged, AI summary as a starting point. Full evidence available if you want depth. No more hour-long take-home reviews.

Affordable at scale

Simple, transparent pricing. No per-seat licenses, no minimum commitments. Run 10 assessments or 1,000.

A complete debugging environment

Candidates work in a sandboxed environment with the same tools they'd use on the job. No artificial constraints.

Terminal
Code Editor
Grafana
Database
Use your problems or ours. That weird Postgres issue from last month? The config bug that took down staging? We'll instrument it. Or choose from our template library.

How it works

Pick a scenario

Choose from our template library or bring your own production issue. We'll set up the environment.

Candidate debugs live

60 minutes in a sandboxed environment with real tools. We capture every interaction server-side.

Review the evidence

Timeline, key moments, LLM baseline comparison. Make decisions in minutes, not hours.

See how it works for your team

Drop your email. We'll send you an example assessment and walk you through the platform.