AI made software creation accessible.
StackSense helps founders safely scale the apps they build. Keep building with AI, even when you don’t fully understand the code or architecture underneath.
Works with Lovable, Cursor, Replit, Bolt, v0, ChatGPT & Claude.
The understanding layer
This is what StackSense understands about your app.
The moment you connect a repo, StackSense names the systems your app actually has, the parts you’ve already built, and how users meet each one — in plain English.
Insights (so far)
What this app exists to do
A meal-planning app that helps people plan their week, save favorite recipes, and turn a plan into a grocery list.
Systems your app already has
Lets people sign in and stay signed in across visits.
Lets people save, browse and favorite recipes they love.
Drag recipes onto a weekly plan and turn it into a grocery list.
Plans, payment and subscription state.
Describe what you want to build next. StackSense helps the change land safely on top of what already exists.
Paste it into Lovable, Cursor, Replit or Bolt. The new feature lands on top of what you’ve already built, instead of duplicating it.
“Add a Settings screen where people can update their profile and switch their plan.”
Build a Settings screen. Reuse the existing Profile form — already used in Authentication and Onboarding. Read the signed-in user from the shared session. For plan changes, link to the existing Billing screen (/billing). Do not create a new checkout. Match the spacing and card style used across the app. Keep the existing password-reset flow intact.
Profile form · Recipe card · Plan grid
Sign-in → Recipes → Meal planner → Grocery list → Billing
Re-reads your app on every push
Evolve safely
Keep building. Without unraveling what works.
As AI-built apps grow, founders often lose confidence touching certain parts of the product. StackSense helps you keep building without slowly creating fragile structure underneath.
Stop duplicating
Recognises systems you already built so AI doesn't accidentally recreate them.
Stay consistent
Helps new features follow the same patterns and flows already used across the app.
Avoid drift
Flags the moment small changes start creating overlapping logic or fragile structure.
Safe Prompts
When you describe what you want to build, StackSense composes a prompt that fits your actual app — what already exists, what to reuse, what not to touch. Paste it into Lovable, Cursor, Replit or Bolt and ship with confidence.
One surface among many. The same understanding powers Change Intelligence, Tech Lead Feed and Living Docs.
Build a Settings screen. Reuse the existing Profile form — it's already used on the onboarding and account screens. Read the signed-in user from the shared session. Update the existing profile store. Do not create a new one. Keep the existing password-change flow intact. Match the spacing and card style used across the app.
The founder problem
As your app grows, you stop fully understanding it.
AI made it possible to build software without an engineering team. But growth without understanding becomes fragile — duplicated features, broken flows, and prompts you’re scared to send.
“I'm not sure what's already built.”
“I'm scared the next change will break something.”
“I burned $40 in credits and rolled it all back.”
“I can still build features… but I'm no longer fully sure how everything connects.”
How it works
An architectural layer that travels with your app.
Connect your repo
StackSense reads your app and builds a living understanding — every system, every relationship, in plain English.
It updates as you ship
Every push refreshes the understanding. The picture stays current with what your app actually is, right now.
Describe what you want next
In plain English. No file paths, no jargon. Tell it the outcome you're after.
Get a safe plan for the next change
A Safe Prompt that understands what already exists, what should be reused, and what could become fragile if duplicated.
Build with AI. Scale with confidence.
Connect your repo and watch StackSense map your app in under a minute. Initial understanding is free — no card required.