Case study / A major retail brand
Where vibe coding stalled, an AI Pod shipped.
A major retail brand set out to build an AI-native marketplace designed to become a nine-figure business. After nine months of vibe coding it had no path to production. An OnlyAI AI Pod took it live in 90 days.
Before
9 months
of vibe coding. Demos looked right, nothing held up, and the marketplace never went live.
After
90 days
with an AI Pod. Taken to production successfully, and the marketplace went live.
The challenge
- An in-house effort built on AI-generated code had run for nine months without reaching production
- Every vendor arrived with a different catalog format, and onboarding and order routing were manual and error-prone
- Little visibility across vendors and orders
- A marketplace meant to carry a nine-figure business needed architecture, security, and governance the prototype never had
How the pod worked
- An embedded AI Pod: product, backend, frontend, QA, and DevOps, led by senior engineers
- Every feature began as a written specification the client approved before any build
- AI agents across the lifecycle: requirements, API design, code generation, and test generation
- Senior engineers owned architecture and reviewed every change
What we built
- The core marketplace platform and product, built for production from day one
- Standardized vendor onboarding with automated catalog synchronization
- One unified API for every vendor through a middleware layer and reusable connectors
- AI capabilities inside the marketplace, including AI-enabled tools for vendors listing and presenting their products
- QA built into the pipeline, infrastructure as code, and centralized monitoring
Google Cloud PlatformAPI-first servicesReusable vendor connectorsInfrastructure as codeCentralized monitoring
The lesson
AI is most valuable inside an experienced engineering team, not as a replacement for one. The same AI that stalled a project for nine months, run by a senior pod with a disciplined framework, shipped it in ninety days.
Next step
Is your build stuck in the demo stage?
Thirty minutes with José. Bring the product or the build that stalled. You'll leave knowing what a pod would ship, and how fast.