From almost working
to working reliably.

I turn AI prototypes and manual workflows into reliable production systems.

AI prototype
Manual workflow
Audit · Build · Verify
Reliable
production system
Practical engineering. Clear scope. Systems you own.

Two ways to get things moving.

01 / AI APP PRODUCTION RESCUE

Built with AI.
Ready for real users.

Built your app with AI? Get it ready for production. I fix fragile code, harden the architecture, and add the engineering it needs for real users.

Fix my app

02 / AI WORKFLOW AUTOMATION

Less manual work.
More reliable operations.

Automate repetitive work inside your business. I connect the tools you already use with workflows that handle the routine and flag the exceptions.

Automate a workflow

Practical systems. Real project work.

01 / Scope2Quote

From job notes to a customer-ready estimate.

AI-assisted contractor estimating system.

  • Multi-tenancy
  • Private uploads
  • Structured AI
  • Deterministic pricing
  1. Photos + notes
  2. AI analysis
  3. Pricing review
  4. PDF + approval

02 / WebsiteCerts

A clearer view of website health.

Website and TLS/certificate diagnostics platform.

  • TLS inspection
  • Infrastructure checks
  • Monitoring
  1. Website
  2. TLS + HTTPS checks
  3. Diagnostics
See the project details

Let’s get your system working.

A working prototype is a good start. Let’s make it ready for what comes next.

Get a production audit