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Codebase & architecture
Untangle generated code, fix build blockers, organize the repository, and create a foundation your team can safely change.
ArchitectureDependenciesSource control
Production engineering for AI-built apps
You vibe-coded the app.We make it ready for real users.
Whether you started in Lovable, Bolt, Replit, v0, Cursor, Claude Code, or another stack, we help stabilize, secure, launch, monitor, and scale what you already built.
Modern web and mobile stacks You keep your code and accounts No forced rewrite
launchpad / status
BEFOREPROTOTYPE ONLY
× works in builder preview
! auth breaks for real users
! no logs, backups, or rollback
Productionize
AFTERLIVE
Codebase
versioned
Secrets
protected
Release
repeatable
Monitoring
online
Production baseline ready
built for the next real user
From builder preview to production stackLovableBoltReplitv0CursorClaude CodeBase44
The gap after “wow”
Vibe coding made the demo easy. Production is a different system.
AI can generate features quickly. It does not automatically validate the architecture, secure customer data, test critical workflows, or build systems that stay reliable as usage grows.
BLOCKER 01
The code is fragile or hard to change
BLOCKER 02
Authentication breaks for real users
BLOCKER 03
Secrets or customer data are exposed
BLOCKER 04
There is no safe deploy or rollback path
BLOCKER 05
Errors happen without logs or alerts
BLOCKER 06
Traffic makes it slow, unreliable, or expensive
Stack-agnostic by design
Built with your tools. Hardened for real users.
We meet the app where it is, then connect the missing production layers around it. You keep the code, accounts, and momentum — without being pushed into a one-size-fits-all stack.
Vibe app builders
Lovable · Bolt · Replit · v0 · Base44
Coding agents
Cursor · Claude Code · Codex · Windsurf · Copilot
Web frameworks
React · Next.js · Vite · Vue · SvelteKit
Backends & data
Supabase · Firebase · Neon · PostgreSQL · Convex
Hosting & infrastructure
Vercel · Cloudflare · Netlify · Render · AWS
Mobile & cross-platform
Expo · React Native · Flutter · Progressive web apps
Common builds: SaaS MVPs, AI tools, internal dashboards, customer portals, marketplaces, education products, and mobile apps.Don’t see your stack? Ask us →
How we productionize
We strengthen what you built without throwing away your momentum.
Every app needs a different mix. We scope the smallest set of production layers that makes the next stage safer, clearer, and easier to operate.
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Security, auth & data
Protect secrets, harden sign-in and permissions, validate data flows, and reduce the risks that appear when real people arrive.
AuthenticationPermissionsData safety
03 / 06
Production infrastructure
Choose or improve the right hosting, environments, database, domains, and release workflow for the app you actually built.
HostingCI/CDEnvironments
04 / 06
Reliability & observability
Add useful logs, error tracking, health checks, analytics, backups, and a rollback path so problems are visible and recoverable.
MonitoringLoggingRecovery
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Performance & cost control
Find slow queries, wasteful AI calls, scaling bottlenecks, and surprise-cost risks before growth turns them into emergencies.
SpeedAPI spendLoad readiness
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Roadmap & handoff
Document what changed, what still matters, and which investments will move the app from launch to sustainable growth.
PrioritiesDocumentationOwnership
Production-ready, defined
“Ready” means more than having a public URL.
It means the app can be changed, released, observed, recovered, and supported with fewer surprises. We make that baseline visible and match it to your actual stage.
The benchmark: a release can be deployed, monitored, and rolled back without depending on a builder preview or one person’s memory.
Production baselineScope matched
Source-controlled codebase with clear ownership
Reproducible development and production environments
Protected secrets and appropriate access controls
Stable authentication, data, and API flows
Repeatable deployment and rollback process
Error tracking, logs, and health visibility
Performance and cost hot spots identified
Backup and recovery expectations documented
QA checklist for critical user journeys
Prioritized scale roadmap and handoff notes
Relevant delivery work
We don’t just clean up code. We ship systems people use.
A few examples of production applications and AI workflows Revival Group has delivered across operations, subscriptions, and customer acquisition.
OPERATIONS APP
A custom delivery system for a furniture boutique
Delivery management, driver routing, admin visibility, customer notifications, catalog sync, and Shopify listing workflows.
See the published workSUBSCRIPTION PRODUCTAn AI newsletter idea turned into a paid product
Recurring AI generation, a subscription site, tiered membership, and an end-to-end digital publishing workflow.
See the published workPRODUCTION AI AGENTA real-estate team’s daily lead-prioritization agent
The agent scores inbound leads against the ideal customer profile and surfaces the five worth calling first.
See the published workWays to work together
Start with the smallest useful next step.
You do not need to diagnose the whole system before calling us. We’ll match the engagement to whether your app needs to stabilize, launch, or scale.
Know what breaks next
$495
A promising app that needs expert eyes before more users arrive.
One 90-minute technical review
Scorecard + prioritized action plan
- Stack and codebase review
- Architecture and dependency assessment
- Security, secrets, and data-risk review
- Deployment and scale-risk review
- Production-readiness scorecard
- Recommended stabilize, launch, or scale path
- 3 business days of follow-up
Launch with confidence
$1,250
One app that needs its foundation organized, stable, and deployable.
Up to three working sessions
7 days of follow-up
- Everything in the Readiness Review
- Repository and codebase organization
- Dependency and build troubleshooting
- Environment and secrets structure
- Staging or production deployment setup
- Critical auth and data-flow review
- Production checklist and handoff guide
- Written next-phase roadmap
Prepare for real users
From $3,500
An app with users — or nearly ready for them — that needs focused engineering.
Scoped engineering sprint
Release support + technical handoff
- Everything in the Launchpad
- Selected auth, database, or API work
- Payments and third-party integrations
- Security and permissions hardening
- Monitoring, analytics, and error handling
- Performance and cost optimization
- Production QA and release support
- Scale roadmap and recommendations
Engineering scope depends on architecture, code quality, integrations, user load, and production requirements. Third-party subscriptions, hosting, domains, and API usage are separate.
Build the next layer
Add only what moves the app forward.
Once the foundation is sound, we can strengthen the specific production and scale layers your users need next.
Authentication & permissions
Sign-in, roles, protected routes, OAuth, and safer access patterns.
Database & backend
Schema, migrations, APIs, storage, backups, and server-side logic.
AI integrations & cost controls
OpenAI, Anthropic, Gemini, prompt flows, limits, and usage visibility.
Payments & subscriptions
Stripe checkout, subscriptions, webhooks, and entitlement flows.
Monitoring & analytics
Error tracking, product analytics, alerts, logs, and health checks.
Scale & reliability support
Performance, refactoring, infrastructure, and ongoing release support.
How we work
Practical engineering, without the platform agenda.
The goal is a product you can own and operate — not a dependency on us or another fashionable tool.
Keep your momentum
We strengthen viable code first and recommend a rewrite only when it is genuinely safer or more economical.
Keep your ownership
Your repository, cloud accounts, data, domains, and vendor relationships stay under your control.
Use the right-size stack
Recommendations follow your users, risks, budget, and roadmap — not a one-platform agenda.
FAQ
Before we touch the code.
Do you support my builder or framework?
We work across modern AI builders, coding agents, web and mobile frameworks, databases, and hosting providers. If your app can export code, sync to a repository, or expose an API, we can usually help. Tell us your stack and we’ll confirm fit before you commit.
Is my AI-generated code too messy to save?
Usually, no. We start with an audit, stabilize the parts worth keeping, and isolate the risky pieces. If a targeted or partial rewrite is the safer choice, we’ll explain why, what it changes, and what it costs before doing it.
Will I have to move to a different platform?
Not by default. We work with the stack you already have and recommend a move only when the current platform creates a meaningful security, ownership, reliability, or cost constraint.
Can you help if the app is already live?
Yes. We can assess a live app, prioritize the highest-risk issues, and plan careful releases, backups, and rollback options while we improve the system around active users.
Do I need to know how to code?
No. This is designed for nontechnical and semi-technical builders as well as small product teams. You bring the app and its context; we explain the tradeoffs in plain language and leave you with clearer ownership.
How do you handle credentials and customer data?
We use scoped access, protected secrets, and the least privilege needed for the work. Credentials should never be pasted into public code, and your production accounts and customer data remain yours.
How long does productionization take?
A readiness review takes one working session. Launchpad work can span up to three sessions. Engineering sprints are scoped after we understand the codebase, integrations, risks, and launch target.
Can you guarantee the app will scale?
No responsible engineer can promise unlimited scale without evidence. We can define realistic traffic goals, test the important paths, fix known bottlenecks, improve visibility, and give you a roadmap for the next threshold.
Get a production plan
Find out what stands between your app and real users.
Tell us what you built, what you used, and what feels fragile. We’ll reply with the likely next step: stabilize, launch, or scale.
A practical response within one business day
No forced rewrite or platform switch
Your code, accounts, and data stay yours