Yellow verdict
Documentation management platform
Stabilized in 10 days; money path reached 99.9% reliability; improved compliance posture and ROI restored.
99.9%
Money path reliability
10 days
Time to stable
Improved
Compliance posture
For SaaS teams using AI tools in production
Your AI-built code worked in demos.Now it breaks in production.
AI Recovery: a time-boxed audit and stabilization service that fixes revenue-critical flows in 10 days or less — so you finally get ROI from your AI-assisted build.
Used by SaaS teams in US & Europe
ArchitectureSecurityDevOpsUXQA
The production wall of AI-assisted code
AI tools excel at demos and prototypes. But when real users, real data, and real integrations hit your product, the cracks appear fast.
We don't only fix "AI features."
We fix any product, workflow, or codebase that was built or heavily modified using AI tools — Copilot, Cursor, Claude, ChatGPT, Gemini, agent builders, no-code AI builders, automations. If it breaks in production, we stabilize it.
Broken money path
Login loops, checkout failures, upgrade flows that block revenue.
Crashes and instability
Freezes, infinite loading, broken screens that drive users away.
Integration fragility
API changes or partner cutovers break core product flows overnight.
Compliance uncertainty
PII handling, GDPR flows, and SOC2 expectations are unclear.
Deployment risk
Every release risks data integrity. Canary/blue-green deploys feel dangerous.
Team won't own it
Internal IT refuses to support the AI-generated codebase.
The "Prototype-to-Production" Trap
If you built core flows using AI playground prompts, workflow nodes, or generated full-stack code, you often inherit:
- Non-portable configs and platform-shaped architecture
- Missing observability, tests, and security basics
- Brittle integration handling
- Unpredictable performance/cost under real load
This is for you if…
- We used a prompt studio/playground to prototype production behavior.
- We have n8n/Zapier/Make workflows running revenue-critical processes.
- We used an AI app builder (Lovable/Bolt/Replit/v0) to ship quickly.
- Now incidents hit login/checkout/onboarding/integrations and the internal team won't own it.
When NOT to use AI Recovery
- Brand-new greenfield build with no production users
- You want ongoing staff augmentation (we deliver outcomes, not bodies)
- The product has no revenue-critical flows yet
AI Recovery in 2 weeks (or less)
A structured, time-boxed engagement that takes you from production chaos to stable, supportable code.
Days 1–3
Audit
Architecture mapping, security scan, business flow analysis. You get a Green/Yellow/Red verdict with prioritized fixes.
Days 4–8
Green Fix
Known problems, clear fixes. Patterns, security hardening, critical bugs, monitoring, documentation.
Days 4–13
Yellow Fix
Structural problems. Service boundaries, integration hardening, CI/CD repair, automated tests, full observability.
What the Audit covers
Architecture topology mapping
Single points of failure identified
Scaling bottlenecks documented
Technical debt prioritization
Dependency security scanning
AuthN/AuthZ audit
Data handling review (GDPR/PII flows)
Integration map & edge cases
Remediation roadmap
What you'll have on day 10
After a Green or Yellow engagement, your product will be:
- Stable money path (login, checkout, onboarding)
- Safer integrations with retry/circuit-breaker patterns
- Monitoring and alerting in place
- Documented architecture (as-is/to-be diagrams)
- A team that can ship again with confidence
How AI Recovery compares
| Approach | Timeline | Outcome | Risk |
|---|---|---|---|
| AI Recovery | 3–13 days | Time-boxed, scoped outcome | Low |
| Staff Augmentation | Open-ended | Ongoing dependency | Medium |
| Full Rebuild | 3–6+ months | High investment upfront | High |
Transparent pricing
Time-boxed engagements with clear outcomes. No open-ended retainers. No surprises.
Audit
Diagnosis only
$4,960
3 days
Get clarity on what's broken and what it takes to fix it.
- Architecture topology mapping
- Security vulnerability scan
- Business flow analysis
- Green/Yellow/Red verdict
- Prioritized fix list
- Remediation roadmap
Quick fix
Green
Diagnosis + Fix
$14,840
~5 days after audit
Known problems with clear fixes. Ship stable within a week.
- Everything in Audit
- Replace AI-generated workarounds
- Secrets management hardening
- Critical bug fixes
- API hardening (auth, rate limiting)
- Monitoring & alerting setup
- Documentation & handoff
Fix required
Yellow
Diagnosis + Fix
$44,880
~10 days after audit
Structural problems that need ~2 weeks to stabilize.
- Everything in Green
- Service boundary restructuring
- Retry/circuit-breaker patterns
- Code cleanup & standardization
- Automated tests for critical paths
- CI/CD repair & env parity
- Full observability & load testing
- As-is/to-be diagrams & runbooks
Critical issues
Red
Custom engagement
Estimated individually
8–12+ weeks
Rebuild required. Scoped after audit reveals structural issues.
- Full audit findings
- Custom remediation plan
- Phased rebuild approach
- Risk mitigation strategy
- Ongoing support options
Not staff augmentation. We deliver a scoped outcome with a time-boxed engagement.
Real outcomes from real teams
SaaS products stabilized, revenue paths restored, teams shipping again.
Yellow verdict
AI-built SaaS platform
Uptime improved to 99.5% (from ~94%); incidents dropped from ~8/week to <2; ships 3–4x/week; onboarding time 3 weeks → 5 days; first 2 enterprise contracts closed within 45 days.
99.5%
Uptime (from 94%)
75%
Fewer incidents
45 days
To enterprise deals
Yellow verdict
SaaS platform destabilized by vibe-coded feature
Critical incidents down 94% (17/month → 1); checkout completion 71% → 98%; ~$180,000 monthly revenue recovered; enterprise renewals saved.
94%
Fewer incidents
98%
Checkout completion
$180k
Monthly revenue saved
