Experiments, architectures, and lessons from shipping LLM workflows, automation, and web platforms in production. Founder of vive.us and U-Bell—plus scoped consulting when teams need a second opinion on prod.
Built & operated in production
Process
Fixed scope, clear deliverables, no open-ended “transformation” engagements.
Align on the use case, constraints, and fit—audit, sprint, or pass. No pitch deck, no open-ended scoping.
Either a plan you can execute with confidence, or a working feature in your stack—with evals and boundaries already defined.
Something your team can run tomorrow: shipped software or a sequenced roadmap, plus quality bars that don’t fade after the engagement ends.
Who I work with
If the roadmap says AI but nothing reliable is live yet, you're who this is for.
Problems
Less ambiguity, less rework, and a credible path to production.
Services
A decision-ready audit when priorities are messy. A scoped sprint when you’re ready to launch.
1–2 weeks
Scoped on discovery call
Leave with a prioritized build order, risk map, and stack recommendation you can act on—before another quarter disappears into the wrong POC.
Fixed scope, typically 2–4 weeks
Scoped on discovery call
Leave with a live MVP in your environment, eval criteria that stick, and handoff docs your engineers inherit—not a demo that dies in staging.
FAQ
Straight answers—no sales fluff.
Case studies from founder products, production patterns, and how to scope AI that survives handoff.
