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Your AI-built app works.Now make it ship.

dotfm audits, hardens, fixes, and deploys AI-generated apps so founders can move from fragile prototype to production-ready product.

Sleep better knowing your AI apps are stable and won’t lose customer data.

See PackagesRequest an Audit
Fixed-scope audits from $350Backend, database & DevOps depthEnglish & French

What we fix

Practical engineering help for prototypes that were built fast and now need to survive real users.

01

AI App Audit

A focused review of architecture, code quality, auth, data access, deployment, performance, and hidden risks in AI-generated projects. You get a written report with severity-ranked issues and a 30-minute walkthrough.

CursorLovableBoltReplitv0
02

Fix Sprint

We turn the audit into shipped improvements. Broken flows, fragile integrations, missing tests, deployment issues, and rough edges — fixed in a focused 5-10 day sprint with a clear handover.

Bug fixingTestsRefactorsAPIs
03

Database & Backend Review

Deep focus on schemas, migrations, constraints, permissions, query performance, background jobs, and data integrity. Where AI builders struggle most, we are strongest.

DjangoPostgreSQLRedisSupabase
04

Production Hardening

Deployment pipelines, environment configuration, logging, monitoring, backups, and operational basics before real users arrive. Your app goes from prototype to production-ready.

DockerCI/CDMonitoringBackups

Built for the messy middle

Strongest in backend, data, and DevOps. Comfortable reviewing and stabilizing the common stacks used by AI app builders.

Core Strength

  • Django
  • Python
  • PostgreSQL
  • Redis
  • Docker
  • Linux

AI-Built App Stacks

  • React
  • Next.js
  • Tailwind CSS
  • TypeScript
  • Supabase
  • Firebase

Production Basics

  • CI/CD
  • Backups
  • Monitoring
  • Error tracking
  • Staging
  • Secrets management

Review Areas

  • Auth & permissions
  • Database migrations
  • Indexes & query plans
  • API design
  • Logging
  • Secrets hygiene

Builder Tools

  • Cursor
  • Lovable
  • Bolt
  • Replit
  • v0
  • ChatGPT

The first goal is not stack purity. It is making the app understandable, safer to operate, and easier to keep improving.

Why dotfm

Small-agency execution for founders who need clarity, fixes, and a realistic path to launch.

Production Judgment

We focus on the gap between a good demo and a reliable product: data integrity, deployment, error handling, and maintainable code.

Backend, Data, DevOps Depth

AI builders often struggle where systems become real: databases, permissions, queues, infrastructure, and operational visibility. That’s our core.

Bilingual, Practical Delivery

English or French, founder-friendly explanations, fixed-scope entry points, and implementation help from day one.

What an audit uncovers

Every AI-built app we’ve reviewed shares patterns. Here are the four we look for first — and why they matter before real users arrive.

Secrets and config

API keys, tokens, and database credentials committed to source or exposed in client bundles. We trace every secret path and lock them down.

Database integrity

Missing constraints, no backup strategy, un-indexed queries on growing tables. We review schemas, add guardrails, and configure recovery.

Auth gaps

Middleware chains with holes, missing session validation, over-privileged service accounts. We harden every auth boundary.

Deployment drift

Dev, staging, and production running different configs. Environment-specific bugs that only surface with real users. We normalize and document.

We write about this stuff regularly:

5 failure modes of AI-built apps →AI-built app security audit checklist →

Packages that lead to shipping

Start with a focused audit, then move into implementation only when the risks and priorities are clear.

Quick Audit

$350–$500

For founders who need to know what is risky before launch.

  • 2–3 business days
  • Written report with severity-ranked issues
  • 30-minute walkthrough
  • Clear next steps
Request Quick Audit
Best first offer

Audit + Fix Sprint

$900–$1,500

Find the issues, then fix the important ones. The recommended starting point.

  • Everything in Quick Audit
  • 5–10 business days
  • Critical fixes shipped
  • Short handover note
Start a Fix Sprint

Production Hardening

From $2,500

For apps with real users, launch pressure, or messy infrastructure.

  • Deployment pipeline setup
  • Monitoring & logging
  • Database review & hardening
  • Launch checklist
Discuss Hardening

Request an app audit

Send the current state of your app. We’ll reply with the best next step: quick audit, fix sprint, or a no-fit answer.

[email protected]

English and French welcome. We typically respond within 24 hours.

Email dotfm

What to include

  • App link or repo

    Website, GitHub/GitLab link, or screenshots if private

  • Stack and tool

    Django, Next.js, Supabase, Lovable, Cursor, Bolt, Replit, etc.

  • Current blocker

    Bugs, deployment, auth, database, payments, performance, or launch risk

  • Target outcome

    Launch date, first users, demo, production migration, or maintenance