AI App Rescue & Production Engineering Studio

Build. Rescue. Scale. AI-Powered Software.

From AI-generated MVPs to enterprise SaaS, we deliver production-ready software with AI, automation and modern engineering.

Senior Engineers Only24-Hour Code Audit TurnaroundLovable / Bolt / Cursor Experts
Drag slider to compare: Broken AI Code vs Production Software
AFTER: SPRINTLABS ENGINEERED
45ms Response 0 Vulnerabilities
Health
99.99%
↑ Active
Tests
124/124
Passing
Latency
2.4ms
Postgres
src/services/billing.service.ts PASSED (0.04s)
export async function processSubscription(userId: string, tier: PlanTier) {
  const session = await db.transaction(async (tx) => {
    const user = await tx.user.findUniqueOrThrow({ where: { id: userId } });
    return await stripe.subscriptions.create({ customer: user.stripeCustomerId, items: [{ price: tier.priceId }] });
  });
  return { success: true, subscriptionId: session.id };
}
BEFORE: BROKEN AI PROTOTYPE
14 Errors
Prompting AI for the 14th time today:
"Why is my authentication resetting and database timing out every 30 seconds?"
CONSOLE LOGS500 ERROR
Uncaught TypeError: Cannot read properties of undefined (reading 'stripeCustomerId')
at processSubscription (app/api/route.ts:44:12)
PostgreSQL error: too many clients already (max 100 connections exceeded)
at Pool.connect (node_modules/pg/lib/pool.js:56)
The Founder Anxiety Reality

Sound Familiar?

AI prompt builders get you to 70% in a weekend. Then the last 30% turns into an engineering nightmare.

terminal -- bashCRASH LOG

TypeError: Cannot read properties of null

at UserService.getUser (user.js:14)

at async AuthMiddleware (auth.ts:89)

FATAL: Process exited with status code 1

Exit code 1Restarting (Attempt 12)...

Red Stack Trace Cascade

AI wrote it. Nobody reviewed it.

AI Prompt Assistant Thinking...
"You:" "Fix auth bug"
"AI:" "I deleted your database migration files to resolve state!"
3 tables dropped in production

AI Fix Hallucination Loop

The AI hallucinated a fix that broke production.

PostgreSQL Monitor15.4s LATENCY
SELECT * FROM orders WHERE user_id = '...'
Sequential Scan on 1.4M rows
Row-Level Security: DISABLED
Connections: 98/100Pool Exhausted

Unindexed Database Bottleneck

Zero indexes, no security, 15-second query times.

HTTP Status MonitorCRITICAL
500
Internal Server Error
Request ID: req_9f2a8c14
Investor Demo: LiveApp Unresponsive

Launch Day Demo Crash

500 Internal Server Error during your investor demo.

The Hidden Cost of AI Vibe Coding

The Endless $50 Credit Reload Trap

AI tools advertise $20/month. But when complex bugs appear, credits evaporate in minutes, prompting a $50 top-up every 2–3 days while your code spins in circles.

Interactive AI Token Burn Simulator

How Many Days Have You Been Re-Prompting AI to Fix Bugs?

14 Days
3 Days (First roadblock)14 Days (Loop fatigue)30 Days (Demo missed)45 Days (Fatal stall)
$50 Reloads Triggered
4 packs ($200)
Every 3 days on avg.
Founder Hours Burned
49 hrs
Prompting & debugging
Total Financial Drain
$3,180
Direct + Opportunity
Production Readiness
0% (Broken)
CORS/DB/Auth fails
Option A: The AI Builder LoopUNPREDICTABLE EXPENSE

The Compounding Credit Spiral

You hit a complex bug (Stripe webhook, database deadlock, or CORS error). The AI deletes earlier working features, gets stuck in a loop, and prompts you to buy another credit pack.

Credit Top-Up: 500 AI Fast Credits
+$50.00
Credit Top-Up: Re-Prompting Exhaustion
+$50.00
Credit Top-Up: Hallucination Fix Attempt
+$50.00
  • AI hallucination deletes existing working code & migrations
  • Context limit exceeded: AI forgets architecture rules
  • Weeks lost with zero production users and broken payments
Outcome:Burned Budget • 0 Live Users
Option B: SprintLabs AI RescueGUARANTEED PRODUCTION DEPLOY

Fixed Milestone Price • Senior Human Engineers

Our senior fullstack and AI engineers take over your codebase. We refactor architecture, configure PostgreSQL & Stripe, deploy to Vercel/AWS, and back everything with a 30-day warranty.

Zero Token Meters: Unlimited EngineeringFixed SOW
Production PostgreSQL & Auth IndexingComplete
Live Vercel / AWS Production URL100% Live
  • Free confidential 24-hour code audit with fixed quote
  • Emergency triage in 24-48 hours or full 1-2 week sprint
  • 100% code ownership with 30-day post-launch warranty
Rescues start at $490 flat.
ALL AI VIBE CODING ENGINES RESCUED & COMPATIBLE

Whatever AI Built It — We Take It Across The Production Finish Line

We take over codebases from any generative vibe coding tool, refactor architecture, fix database security, and deploy to scalable production infrastructure.

Lovable.devFull-Stack AI Builder
Bolt.newWebContainer IDE
Cursor AIAI Code Editor
v0 by VercelGenerative UI
Replit AgentAutonomous Builder
WindsurfCascade AI IDE
Claude CodeAnthropic Agent
Devin AISoftware Engineer
MarblismAI Fullstack SaaS
Emergent AIVibe Coding Platform
PythagoraGPT-Pilot Engine
Roo CodeAutonomous Cline
AiderTerminal AI Pair
GitHub Copilot WorkspaceTask Planner
Create.xyzRapid AI Apps
Tempo LabsReact Visual AI
OpenHands AIOpen Agent Framework
Supermaven / AugmentFast Completion
Lovable.devFull-Stack AI Builder
Bolt.newWebContainer IDE
Cursor AIAI Code Editor
v0 by VercelGenerative UI
Replit AgentAutonomous Builder
WindsurfCascade AI IDE
Claude CodeAnthropic Agent
Devin AISoftware Engineer
MarblismAI Fullstack SaaS
Emergent AIVibe Coding Platform
PythagoraGPT-Pilot Engine
Roo CodeAutonomous Cline
AiderTerminal AI Pair
GitHub Copilot WorkspaceTask Planner
Create.xyzRapid AI Apps
Tempo LabsReact Visual AI
OpenHands AIOpen Agent Framework
Supermaven / AugmentFast Completion
Next.js 15Fullstack Framework
React 19Modern UI Core
Node.js & TypeScriptEnterprise Backend
PostgreSQL & SupabaseRelational DB & Auth
Redis & UpstashHigh-Speed Caching
Stripe BillingPayments & Webhooks
Docker & AWS ECSContainer Infrastructure
Vercel & CloudflareEdge Global Network
Python & LangChainAI Agent Orchestration
NestJSMicroservice Architecture
OpenAI & Anthropic APIsLLM Integration
Neon Serverless PostgresAuto-scaling DB
Next.js 15Fullstack Framework
React 19Modern UI Core
Node.js & TypeScriptEnterprise Backend
PostgreSQL & SupabaseRelational DB & Auth
Redis & UpstashHigh-Speed Caching
Stripe BillingPayments & Webhooks
Docker & AWS ECSContainer Infrastructure
Vercel & CloudflareEdge Global Network
Python & LangChainAI Agent Orchestration
NestJSMicroservice Architecture
OpenAI & Anthropic APIsLLM Integration
Neon Serverless PostgresAuto-scaling DB
Curated Engineering Offerings

Production-Ready Services

We don't just write code — we design, rescue, and scale software systems built for longevity.

HIGH DEMAND

AI Project Rescue

Refactoring and productionizing broken MVPs generated by Lovable, Bolt, Cursor, Replit, or Windsurf.

Code CleanupPostgreSQLAuth Fixes
Deliverable:1-2 Week Rescue Sprint

AI MVP Development

Building production-ready MVPs with scalable architectures, modern APIs, and clean engineering standards.

Next.js 15TypeScriptTailwind
Deliverable:3-4 Week Shipped Product

AI Integrations

Embedding custom LLM models, OpenAI APIs, vector databases, and semantic search into existing products.

OpenAIPineconeRAG Pipeline
Deliverable:Sub-200ms Latency AI
HIGH DEMAND

AI Agents & Autonomous Workflows

Autonomous multi-agent systems designed to execute complex business tasks, data extraction, and decision loops.

LangChainAutogenPython
Deliverable:Production Agent Fleet

SaaS Development

End-to-end multi-tenant SaaS engineering with Stripe billing, RBAC permissions, and high-concurrency DBs.

StripePostgreSQLPrisma
Deliverable:Multi-tenant Platform

Full Stack Development

Robust web applications engineered with modular codebases, high test coverage, and responsive UIs.

React 19Node.jsGraphQL
Deliverable:Clean Architecture

Workflow Automation

Automating repetitive operational bottlenecks using n8n, Temporal, webhooks, and custom event triggers.

n8nTemporalWebhooks
Deliverable:10x Operational Speed

API Integrations & Microservices

Custom REST/gRPC/GraphQL API development, third-party vendor integrations, and middleware connectors.

NestJSFastAPISwagger
Deliverable:High-Throughput APIs

Cloud Deployment & DevOps

Zero-downtime CI/CD pipelines, Docker containerization, AWS/Vercel serverless clusters, and security hardening.

AWSDockerVercel
Deliverable:Automated Deployments
HIGH DEMAND

CTO as a Service

Fractional technical leadership, code audits, architecture reviews, and engineering hiring guidance for founders.

StrategyCode AuditHiring
Deliverable:Senior Technical Partner

Maintenance & SLA Support

Ongoing security patches, uptime monitoring, performance optimization, and guaranteed bug resolution SLAs.

SLAMonitoringPatching
Deliverable:24/7 Reliability
VERIFIED ENGINEERING METRICS

Empirical Track Record

Real telemetry from our production deployments and AI application rescue sprints.

LIVE / SIGNAL
SYS.ID // RESCUE-01
APPS RESCUED
47
AVG. TO PROD
19d
AUDIT DELIV.
<48h
HANDOFF RATE
100%

Production Handoff Guarantee

Every rescued app passes rigorous security, type check, and load test audits.

Zero Ghost Commits: Clean, human-written TypeScript, modular architecture, and documented database schema migrations.
Complete IP Handoff: You own 100% of your code, repository, API keys, and deployment pipelines.
30-Day Post-Launch Bug Warranty: If any regression occurs in our deliverables, we fix it at zero cost.
Have a broken AI app or bottleneck?

Get your confidential audit report delivered in <24 hours.

Transparent Global Pricing

Transparent Pricing Built for Startups

No vague quotes. No endless hourly meters. Start with a free technical audit, or lock in a rapid hotfix or fixed-price rescue sprint.

Currency:
START HERE

Free Code Audit

Diagnose before you spend a single dollar

$0
24-hour turnaround
  • 24-hour rapid technical review
  • Lovable / Bolt / Cursor security scan
  • Database indexing & bottleneck report
  • Fixed-price fix estimate with zero obligation
FAST TRACK

Emergency Triage

24-48h hotfix for broken builds, auth & Stripe webhooks

$490 - $890
flat per critical hotfix
  • Guaranteed 24 to 48-hour hotfix turnaround
  • Urgent build & deploy failure resolution
  • Stripe / Supabase / Auth & CORS repair
  • Clean Git PR with production verification
  • 7-day post-hotfix stability warranty
MOST POPULAR

Fixed-Price Rescue Sprint

Rapid 1 to 2-week code cleanup & production deploy

$1,850 - $3,450
fixed milestone estimate
  • 1-2 week dedicated senior engineering sprint
  • Complete refactoring of AI-generated bottlenecks
  • PostgreSQL database migration & indexing
  • End-to-end automated test suite setup
  • Production deployment on Vercel/AWS
  • 30-day post-launch bug warranty
SCALE PHASE

Dedicated Engineering Retainer

Continuous growth, AI agent iteration & CTO advisory

From $2,800
per month
  • Dedicated senior full-stack + AI engineers
  • Guaranteed 2-hour emergency response SLA
  • New feature development & continuous delivery
  • Fractional CTO strategic advisory calls
  • Security compliance & performance audits

* Exact scope and milestone deliverables are locked with a fixed-price statement of work following your free 24-hour code audit.

✓ 100% Full IP & Code Ownership✓ Milestone-Based Escrow / Invoicing✓ 30-Day Post-Launch Warranty
Domain Expertise

Industries We Scale

Tailored engineering solutions for complex compliance, performance, and security requirements.

HIPAA Compliant

Healthcare

HIPAA-compliant AI diagnostic tools & EHR integrations

Real-time Telematics

Logistics

Automated route optimization & fleet tracking dashboards

PropTech APIs

Real Estate

Automated property valuation & smart CRM workflows

PCI-DSS Hardened

Finance & Fintech

High-concurrency ledger systems & AI risk modeling

EdTech RAG

Education

Personalized AI tutoring engines & LMS platforms

IoT Pipeline

Manufacturing

IoT sensor telemetry & predictive maintenance models

Sub-100ms Load

E-commerce

Headless checkout infrastructure & AI recommendation engines

Why Engineering Studios Win

Why Choose SprintLabs AI

The difference between a no-code agency and a $50k/month senior engineering team.

Senior Engineers Only

No junior developers learning on your project. Every line of code is written or reviewed by staff-level engineers with 8+ years experience.

Production Ready Code

Clean TypeScript, automated CI/CD, unit tests, and robust database indexing. Code built to survive 100k+ active users.

Fast Delivery with AI Tools

We use AI tooling (Cursor, Claude, Copilot) to write boilerplate 3x faster, while human engineers architect the security and logic.

Scalable Architecture

Modular microservices and serverless infrastructure designed to handle traffic spikes without crashing or blowing your cloud budget.

Security First Approach

OWASP compliance, encrypted data at rest and in transit, strict RBAC, and automated vulnerability scanning on every pull request.

Long-term Engineering Partner

We don't abandon you after launch. We provide ongoing SLA support, feature roadmap execution, and strategic technical guidance.

Systematic Methodology

Development Process

How we turn broken AI prototypes and raw concepts into enterprise-grade production software.

STEP 02

24-Hour Codebase Deep-Dive

Static analysis, security vulnerability scan, database schema inspection, and API dependency audit.

Step Deliverable: Technical Audit Report
sprintlabs-pipeline.shEXECUTING
> Running sprintlabs pipeline --step=2
[INFO] Verifying architectural constraints...
[OK] Audit checks passed cleanly.
[OUTPUT] Technical Audit Report ready.
Empirical Results

Featured Case Studies

Real metrics from founders who trusted SprintLabs AI to rescue, refactor, and scale their platforms.

Lovable Code Rescue & ScalingRescued in 9 Days

Fintech SaaS MVP Rescue

Client: HealthPay AI

Refactored a broken Lovable MVP with non-functional Stripe webhooks and unindexed database queries into a HIPAA-compliant Next.js SaaS.

Before → After Engineering Metrics
Page Load Time:4.2s0.6s
Crash Rate:12.4%0.0%
Database Latency:14.2s2.4ms
Next.js 15PostgreSQLStripeDocker
AI Agent & Workflow Automation10x Operational Speed

Autonomous Logistics Agent Fleet

Client: FleetPulse Global

Architected a custom multi-agent Python/LangChain fleet processing 50,000 daily freight dispatches with real-time route optimization.

Before → After Engineering Metrics
Manual Dispatch Time:45 mins1.2 mins
Dispatch Errors:8.5%0.01%
Monthly API Cost:$3,400$420
PythonLangChainOpenAIAWS ECS
Full Stack & AI Integration155% Conversion Boost

E-Commerce Headless AI Search Engine

Client: Aura Luxury

Rebuilt Bolt.new prototype into high-concurrency vector search engine indexing 250k SKUs with sub-100ms semantic search response.

Before → After Engineering Metrics
Search Latency:2,800ms68ms
Cart Conversion:1.8%4.6%
Lighthouse Score:48/10099/100
React 19PineconeNestJSVercel
Founder Testimonials

Trusted by Stressed Founders

Hear from startup founders who replaced re-prompting anxiety with production confidence.

Lovable Rescue Client

Our Lovable prototype was crashing every 10 minutes. SprintLabs stepped in, audited our database in 24 hours, and shipped a clean Next.js app in 8 days. They literally saved our seed round.

Marcus Vance
Founder & CEO, HealthPay AI
Bolt & Cursor Rescue

We spent $1,400 in AI credits trying to prompt Cursor into fixing our database connection leaks. SprintLabs fixed it in 48 hours and set up a proper staging pipeline. Worth every penny.

Elena Rostova
Co-Founder & CTO, FleetPulse Logistics
SaaS Scale Client

Most agencies charge $30k just to talk. SprintLabs gave us a free audit, identified 4 critical security vulnerabilities, and delivered production code on time. Highly recommended.

David Chen
Head of Product, Aura Luxury Commerce
Frequently Asked Questions

Got Questions? We Have Answers.

Everything you need to know about our AI app rescue process, pricing, and ownership.

Can you fix apps built with Lovable, Bolt, Cursor, or Replit?
Yes. Over 60% of our rescue work involves taking MVPs built with AI tools (Lovable, Bolt.new, Cursor, Replit, Windsurf) and refactoring them into clean, scalable Next.js and Node.js architectures with production databases and automated tests.
How fast is a Fixed-Price Rescue Sprint?
Most Rescue Sprints take between 1 to 2 weeks. After our initial 24-hour audit, we freeze scope, isolate critical bugs, fix security vulnerabilities, index database queries, and deploy to Vercel/AWS.
What happens during the Free Project Audit?
You submit your existing app URL or repository link. Within 24 hours, our senior engineers review your frontend logic, backend routes, database schema, and security stance. We deliver a confidential technical report with exact fix options.
Do you rebuild from scratch or refactor existing code?
We prioritize preserving your existing UI components and business logic wherever possible to save time and budget. We only rebuild modules (like authentication or database schemas) if they present critical security or performance risks.
Who owns the intellectual property and code?
You own 100% of all intellectual property, source code, database schemas, and assets created during our engagement. All code is delivered via your private GitHub or GitLab repository.
What if my app breaks after launch?
Every Fixed-Price Rescue Sprint includes a 30-day post-launch bug warranty. We also offer ongoing monthly SLA retainers for 24/7 monitoring, security patching, and feature expansion.
Immediate Engineering Support

Get Your Free Project Audit

Tell us about your app. We'll run a comprehensive technical audit within 24 hours — zero fluff, zero sales pressure.

Schedule a 1-on-1 Call

Prefer to talk directly with a senior engineering partner? Book a 20-minute strategy session.

100% Confidential NDA Guarantee
Guaranteed 24-Hour Report Delivery

Free 24-Hour Code Audit Intake

No credit card required. No obligation.