Reproduce
Turn the symptom into a repeatable case in staging or a safe local environment.
PRODUCTION READINESS FOR AI-BUILT APPS
I trace real failures across auth, data, payments and deployment, repair the smallest correct surface, and verify the result before production changes.
Read-only first · Root cause before changes · Protected contract available
Authorization stops at ‘logged in’ instead of verifying record ownership.
Built quickly on
LIVE QUALIFICATION
Select only symptoms you can observe. The result recommends the smallest useful starting point and can be attached to your request.
HOW DELIVERY WORKS
Turn the symptom into a repeatable case in staging or a safe local environment.
Follow request, state and permissions upstream until the real producer fails.
Change the smallest correct surface and remove conflicting logic.
Prove the original case is fixed and add a regression check where it matters.
WHAT YOU RECEIVE
FIXED-SCOPE APP RESCUE
Repository access is shared only after a protected order or contract. Production changes always require an explicit go-ahead.
Diagnose one observable blocker.
BEST FORBest for one broken flow or a launch decision.
NOT FORNot for implementation or an open-ended audit.
Diagnose and fix up to two verified causes.
BEST FORBest for a small app with known launch blockers.
NOT FORNot for a full rewrite or feature backlog.
Critical-path launch pass.
BEST FORBest before releasing to real users or payments.
NOT FORNot a legal compliance audit or pentest.
Not a legal compliance audit, penetration test or security certification. Scope is confirmed before work begins.
START WITH ONE OBSERVABLE PROBLEM
Your request is saved privately for project evaluation. Do not include passwords, API keys, customer data or production secrets.
NEED A BUILD INSTEAD OF A RESCUE?
Qualification, branch routing, CRM or Sheets handoff and a clear human fallback.
One public source or spreadsheet turned into clean records, KPIs, filters and an operating handoff.
Backups and staging are checked first. No production mutation, paid plugin, credential change, data migration or scope expansion happens without approval.