Case · Education · 2025
An AI tutor that ships
Built the eval harness, retrieval layer, and student-facing UI for an AI tutoring product now serving 80k learners.
- Client
- Kindred
- Year
- 2025
- Sector
- Education
- Active learners
- 80k
The brief.
Built the eval harness, retrieval layer, and student-facing UI for an AI tutoring product now serving 80k learners. We embedded a 6-person pod for a 14-week engagement, working alongside the Kindred platform team in their codebase.
What we shipped.
- Architecture review and risk register
- Design tokens + component library
- End-to-end test harness with 87% coverage
- Production rollout with feature flags and canaries
- Runbooks, ADRs, observability dashboards
Currently accepting two engagements for Q3 2026
Let's buildsomethingthat ships.
Tell us what you're building. We'll send back a 2-page memo within 72 hours: scope, team, timeline, price.