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Codebase Clarity Pass

Understand what AI built.

A clarity pass maps how the app works, what AI changed, where coherence broke down, where the gotchas and side effects are, and what should happen before more prompts, features, fixes, or migration work.

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Manual clarity passcoherence restored

founder notes

map

feature flow / data model / deployment path

good

simple routes, clean components, reusable pieces

watch

duplicated state, undocumented env, hidden side effects

next

clarify the flow before adding more features

unclear app->coherent map->safer build path

who it is for

You need clarity before more work.

You built fast with AI and no longer know which files matter.
The app works, but every change feels risky.
You need to brief a developer, investor, or cofounder without guessing.
You want to understand what to clarify, fix, or migrate before spending more time or money.

what I inspect

The clarity pass follows the code, not the prompt history.

Feature and code structure

Components, routes, state, generated patterns, dependencies, important files, and how the main product flows actually work.

Data model and backend assumptions

Firebase or Supabase setup, tables, rules, policies, session logic, data assumptions, and places where one change can affect multiple screens.

Deployment and workflow path

Vercel, Firebase, GitHub, environment variables, build scripts, production behavior, preview mismatch, and Lovable/off-Lovable workflow decisions.

Founder control plan

What is good, what is risky, where coherence is missing, what has side effects, what can wait, and what should be clarified or fixed first.

Deliverables

  • Plain-English app map
  • Coherence gaps
  • Feature flow walkthrough
  • Gotchas and side effects
  • What is good, risky, or unclear
  • Deployment/database review
  • What to clarify or fix first
  • Teach Me My App walkthrough option

example findings, not case studies

  • Important feature flow lives across five files
  • Subscription state is duplicated across screens
  • Production deployment depends on undocumented env vars
  • Database rules need review before public launch

next step

Know what you own before you keep building.

Use the free consultation to explain what you built, what no longer feels coherent, and whether a Codebase Clarity Pass, Teach Me My App walkthrough, Lovable migration plan, or bug fix is the right next step.

Book a Free Consultation

small faq

Audit questions

No. The pass identifies how the app works, what is risky, what is good, what has side effects, and what should be clarified or fixed first.