Stripe
Universal BaselineOpus 4.6 · Sonnet 4.6
For API, platform, and developer-experience teams.
I use AI agents to uncover the documentation, onboarding, API, and workflow issues that affect both agents and human developers.
I test whether agents can discover your docs, authenticate, make API calls, recover from errors, and complete real workflows. The gaps that trip up agents often slow down human developers too — DX Audit helps you see where that friction lives and what to fix first.
Run by Matt Steen — product leader, twenty years shipping APIs, integrations, and self-serve experiences. Previously Head of Product at ip.labs; before that Pearson, Maersk Line, sipgate.
Opus 4.6 · Sonnet 4.6
Opus 4.6 · Sonnet 4.6
Opus 4.6 · Sonnet 4.6
Every new service starts with a baseline audit — a standardised six-task suite (Discover, Onboard, Core Task, Error Handling, Cleanup, Reflection) run with two Claude models at different capability tiers (Opus and Sonnet). The contrast between tiers separates obvious breakdowns — even the top tier fails — from subtle friction only the lower tier hits.
In client engagements I go further: aligning on the outcomes that matter most to your team, designing task suites around your key workflows, and complementing agent audits with moderated usability tests with human developers to uncover friction in self-service dashboards, developer portals, and onboarding flows.
Every report documents the starting state, fixture policy, and credential timing so the conditions are reproducible and the results are auditable. These are case studies, not a benchmark leaderboard.
Read a published audit, or get in touch about auditing your own product.