Stop Demoing. Start Deploying.
A proof-of-concept is a great start, but it doesn't generate revenue. We are the hands-on engineering partners who do the hard work: taking your validated ideas and building the production-grade systems that can be shipped to customers with confidence.
The truth about why 95% of AI never ships
A successful demo creates a dangerous illusion. The gap between a prototype and a production system is where most projects die, facing predictable, expensive failures:
- You've tried chatbots and coding assistants, but still struggle to see how AI fits into your core products
- The model works perfectly on clean sample data, but crashes with real, chaotic customer data
- Every new AI experiment requires rebuilding the entire system from scratch
- Your ML team can train models, but they aren't equipped to build resilient, enterprise-grade systems
"Working with Michael is great if you want a direct and pragmatic partner. His team is very detail-oriented, and it showed. We shipped a stable MVP in 12 weeks and hit our initial KPIs. If you need a team that delivers reliably, they are your partner."
Alex
Head of Product, FinTech
AI systems that work for any business, not just tech companies
Common problems we face, and how we solve them:
From a Validated Idea to a Deployed System
Build Fast, Learn Faster
Quick prototype with your actual data to validate core assumptions. No perfect architecture yet, just proof the approach works with real constraints.
Iterate Until It's Right
Rapid cycles of building, testing, and refining. Each iteration embeds customer/user feedback and production-like conditions. Only proven concepts move forward.
Production-Ready Architecture
Once the approach is validated, design the scalable system architecture. Every decision is informed by what actually worked in the prototypes.
Deploy What Works, Monitor Everything
Launch the validated system with comprehensive monitoring. Your team gets trained on the production system, not theoretical concepts.
AI Systems That Are Built to Last. Guaranteed.
The true test of an AI system isn't the launch, but its performance months later. We engineer for that long-term reality, targeting 99.9%+ uptime.
To guarantee our systems are truly built to last, we remain your active engineering partner for 30 days post-launch. This period of live monitoring is how we prove the system is resilient and ready for its future, not just its first day.
