Stripe
Universal BaselineOpus 4.6 · Sonnet 4.6
For API, platform, and developer-experience teams.
Find where your docs, onboarding, APIs, and workflows actually break down in practice — and what to fix first.
I run AI agents through the real work your developers do — finding docs, getting credentials, making API calls, recovering from errors, completing workflows end-to-end. The transcript shows exactly where things break.
Run by Matt Steen — product leader, twenty years shipping APIs, integrations, and self-serve experiences. Previously Head of Product in ecommerce; before that, e-learning, insurance, and telecoms.
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 and designing task suites around your key workflows and integration paths.
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.