AI Product Development
Taking AI systems from concept to working software — schema-first, acceptance-criteria-driven, honestly staged.
Executive summary
A portfolio of products at every honest stage — daily-driver personal OS, live client pilot, deployed community tools, disciplined MVPs — each built schema-first with explicit scope boundaries and staged rollouts instead of demo-ware.
What this capability means
Product development here means the unglamorous sequence that makes software real: a written scope boundary, a data model before a UI, acceptance criteria before a demo, and a deployment story before a feature list. The portfolio deliberately spans maturity stages — and labels them: live, pilot, deployed MVP, prototype.
What is not claimed: paying-customer SaaS revenue. Two candidate products have written pilots in motion; when one converts, this capability’s grade changes — and not before.
Maturity ladder
- 01
Basic — Working prototype
● demonstratedA complete, clean vertical slice with seed data proving the product concept end to end.
Concept → Data model → UI slice → Acceptance criteria - 02
Intermediate — Deployed MVP with real users
● demonstratedShipped systems that real people use — deployed infrastructure, persistent data, iteration driven by actual usage.
MVP scope doc → Build → Deploy → Real usage → Iterate - 03
Advanced — Revenue-operating product
○ nextA product with paying customers, support processes, and operating metrics.
Product → Customers → Revenue ops → Metrics → Roadmap
Evidence
- A personal AI operating system in daily use, governed across four repos with dual-track milestones. me-inc-os family (live)
- A project-management assistant in a live client pilot, with a hard MVP-scope document and 14 governance docs. project-manager / docs/MVP_SCOPE.md
- Deployed consumer products — a community WhatsApp bot in daily group use and a city discovery site on production infrastructure. whatsapp-bot-consumer; boracay-pulse (Vercel)
- Schema-first platform build with row-level-security proofs before any UI — multi-tenant ordering platform for Philippine delivery services. opendash / supabase migrations + verify:rls
- Acceptance-criteria-gated Phase 1 — 13 routes, 20/20 criteria met, clean build and lint — explicitly labeled a prototype while it runs on seed data. ai-education-os / PROJECT_STATUS.md