DevupixProduction engineering for startups worldwide
Make your software production-ready — stable, secure, and affordable.
We help startups cut cloud and AI costs, rescue AI-built apps that break under real users, and turn AI prototypes into reliable production systems.
No access needed to start. Read-only when we do need it. Every change goes through your own pull requests.
Stacks we work with
- AWS
- Azure
- Google Cloud
- Kubernetes
- Karpenter
- Terraform
- Docker
- GitHub Actions
- Python
- FastAPI
- Django
- Node.js
- .NET
- Next.js
- React
- PostgreSQL
- MongoDB
- Redis
- Kafka
- Supabase
- Firebase
- Pinecone
- PyTorch
- OpenAI
What we fix
Three offers, one expertise: production-ready software.
Cloud & AI Cost Audit
Your AWS, Azure, or GCP bill keeps growing faster than your revenue.
A ranked list of savings in one week — guaranteed to find 3× our fee, or you don't pay.
Learn moreabout Cloud & AI Cost AuditVibe-Code Rescue
You built your app with AI tools. Now it's breaking, slow, or leaking data.
A security and stability audit, then a fix-it sprint that makes it safe to grow.
Learn moreabout Vibe-Code RescueAI to Production
Your AI pilot works in a demo but is unreliable, slow, or too expensive to scale.
Evals, monitoring, guardrails, and cost control — so it's ready for real customers.
Learn moreabout AI to ProductionWhy this matters
The gap between “it works” and production is costly.
- Flexera 2026 State of the Cloud
- 29%Wasted cloud spend rose to 29% in 2026 — the first increase in five years, driven by AI workloads.Source: Flexera 2026 State of the Cloud
- Deloitte State of AI in the Enterprise 2026
- 25%Only 25% of companies have moved 40% or more of their AI pilots into production.Source: Deloitte State of AI in the Enterprise 2026
How we work
From a 15-minute review to fixes in your repo.
- 1
Free 15-min review
We look at your bill or app with you and point out the biggest leaks live.
- 2
Fixed-price audit
One week, clear scope, ranked findings with dollar values and effort.
- 3
Implementation
Every fix delivered as a pull request to your repo. You review and merge.
- 4
Keep it that way
Optional monthly retainer: budgets, anomaly alerts, monthly reports.
Security & access
You stay in control of your systems.
- Start with a billing export — no access required.
- Read-only IAM role when needed; you create it and can revoke it any time.
- We never change production directly. All changes go through your code review.
- NDA available before any data is shared.