From stuck prototype to production-ready.
Whatever you built with AI, we take it the rest of the way โ secure, scalable, and live. Here's the engineering we handle.
Security hardening
Remove exposed keys, fix injection risks, lock down storage buckets, add input validation, rotate leaked credentials.
Auth & access control
Real authentication, roles & permissions, row-level security so users only ever see their own data.
Scalability & performance
Proper data models, indexing, pagination, caching, and server-side logic so the app survives real traffic.
Production infrastructure
Dev/prod separation, CI/CD, monitoring, error tracking, backups, and clean, repeatable deploys.
Features & integrations
Payments (Stripe), email, file uploads, search, third-party APIs, webhooks โ finished and wired up properly.
Code quality & maintainability
Refactor AI-generated tangle into clean, documented code with tests โ so it's safe to keep building on.
Mobile & responsive
Make it work properly across devices, fix layout breakage, and prep for app-store packaging if you need it.
AI features done right
LLM features, RAG, and agent flows built to be reliable and cost-controlled โ not just a demo prompt.
Ongoing maintenance
As your tech team on retainer: new features, fixes, dependency updates, and keeping it secure over time.
The stacks AI builders use โ we know them well
Built with Lovable, Bolt, v0, Replit or Cursor? That's exactly what we specialize in finishing.
Production systems we've shipped
The team behind JotGuru has designed and built full-scale, real-world platforms end to end โ backend, frontend, infrastructure, and AI.
Financial systems
Full accounting / financial platforms.
Client CRM
End-to-end customer management.
Project & task management
Team workflow and tracking tools.
E-signature
Legally-styled signing flows.
Real-time chat
Messaging at scale.
Video calling
Live audio/video communication.
Social & networking platforms
Social media + professional networking.
B2B platforms
Business-to-business web & mobile apps.
Human-crafted UI/UX โ not AI-generated
Our designers craft interfaces by hand for real usability, not just templated AI output. The result looks and feels like a product people trust โ because a human designed it for humans.
Typical rescues we handle
Common problem โ what we do. Illustrative examples of the work, drawn from how AI-built apps usually break.
MARKETPLACE APP
Problem: Stripe keys exposed in the front end; any user could read every order.
We do: move secrets server-side, rotate keys, add row-level security, server-validate payments.
SAAS DASHBOARD
Problem: Loads the entire database client-side; grinds to a halt past a few hundred rows.
We do: server-side queries, indexing, pagination & caching so it scales to real usage.
AI CHAT PRODUCT
Problem: Works in the demo, but no auth, no rate limits, and runaway API costs.
We do: add auth, usage limits, cost controls, error handling, and deploy it for real.
Illustrative rescue patterns โ backed by the real production systems our team has shipped (above).
Not sure what yours needs? Find out free.
Get a free production-readiness scan โ we'll tell you exactly what it takes to finish your app.