Production readiness for AI-built apps
From vibe-coded prototype to hosted, monitored, client-ready software.
PAS helps businesses turn AI-built apps, client portals, internal tools, and workflow products into reliable systems with real hosting, databases, auth, payments, observability, integrations, and ongoing engineering support.
The gap
A generated app can be impressive and still be unsafe to sell, hand to a client, or depend on every day. PAS finds the parts that break when real users, real data, real money, and real expectations show up.
Prototype paths often skip load, retries, user roles, data cleanup, and failure handling.
If a job fails, a webhook stalls, or a page goes down, no one knows until the damage is visible.
Tables, indexes, constraints, migrations, and backups need production discipline before data matters.
User roles, session handling, admin access, and tenant boundaries need explicit review.
Stripe, retries, duplicate events, fulfillment, refunds, and receipt flows need idempotent handling.
A production app needs a way to recover data, undo bad deploys, and explain what changed.
When the app fails, someone needs logs, rollback paths, credentials, runbooks, and response ownership.
AI can write code that looks right and still fail. Without tests, code review, and a CI/CD pipeline with a human in the loop, those mistakes reach production unseen.
API keys, passwords, and customer data often sit in plain code. Production needs encryption, access controls, and proper secret management.
PAS production layer
We do not treat an AI-built app like a landing page. We treat it like software that needs infrastructure, operational ownership, and a path from first users to stable usage.
At the center
Portal, internal tool, SaaS MVP, assistant, workflow product, or client-facing system.
Cloud deployment, environment config, DNS, SSL, and release discipline.
Schema review, migrations, indexes, constraints, and backup posture.
Roles, sessions, admin access, tenant boundaries, and sensitive paths.
Stripe checkout, webhooks, duplicate-event safety, and fulfillment state.
Logs, health checks, uptime monitors, alerts, and error visibility.
Backup jobs, restore checks, rollback planning, and recovery notes.
Secret handling, access review, input validation, and operational exposure.
APIs, email, SMS, CRM, calendars, files, and workflow handoffs.
A managed place for fixes, improvements, incidents, and owner decisions.
Automated checks and human review on every change, so generated code does not reach your app unverified.
We investigate and plan each task before work begins, so changes are scoped, lower risk, and right the first time.
Tests and approval gate every release, so changes only go live after they pass review and a human signs off.
Use cases
Bring the app as it exists today. PAS reviews the product, code, data, deployment, and operations needed to make it credible for real users.
Stabilize the generated app, deployment, data model, environment variables, and release process.
Prepare login, permissions, file flows, notifications, backups, and client-facing polish.
Turn a useful internal prototype into a reliable daily system with owners, logs, and support paths.
Wrap rules, data capture, escalation, review, and auditability around an assistant workflow.
Review auth, billing, database, email, observability, and deployment before inviting paying users.
Take over an app that was sold or prototyped but lacks production ownership and operating discipline.
Services
Each service is designed to reduce operational risk and move the app toward a stable release path, not just add features.
Review
A structured review of code, hosting, database, auth, payments, monitoring, backups, secrets, dependencies, and launch risk. You get a prioritized punch list and a recommended path.
Sprint
Focused implementation against the highest-risk gaps: deployment, database fixes, auth cleanup, webhook safety, error handling, and release preparation.
Operations
Cloud hosting, uptime checks, logs, alerts, backup posture, deployment hygiene, and a known operator for production issues.
Integrations
Connect the app to Stripe, email, SMS, CRM, calendars, data sources, internal systems, or client workflows with idempotent, observable paths.
Retainer
Ongoing engineering ownership for fixes, improvements, monitoring, release work, and production decisions after the first hardening pass.
Polish
Clean up the app experience where it matters: onboarding, empty states, account settings, payment states, error states, and user-facing copy.
Managed engineering capacity
The retainer ladder is the ongoing engineering layer for apps that need a real owner after launch: fixes, deploys, monitoring, integrations, and controlled improvement work.
For small apps that need a managed baseline and a responsible support path.
+ $1,000 setup
For apps with active users, integrations, and a broader improvement queue.
+ $1,000 setup
For client-facing or business-critical apps that need priority operational ownership.
+ $1,000 setup
Unlimited fair-use means reasonable business-use requests within the priority queue. Large standalone builds, major new products, or scope-heavy projects may require a separate build estimate.
Next step
Bring the repo, preview URL, Lovable/Bolt/Replit project, or a walkthrough. PAS will review the app as software: infrastructure, data, auth, payments, observability, integrations, and support reality.