- AI engineering for teams that need production, not demos.
We’re an AI solution engineering firm. We design, build, evaluate, and harden LLM systems end to end — from the first prompt to the production runbook.
Founded by engineers who've shipped and sold AI products. Our founder built a proptech startup offering AI-enriched real estate data APIs, operated it to a successful exit in 2023, and was previously part of startups acquired for over $100M with custom AI / ML and mobile applications at their core.
That track record is why we focus on systems that survive real traffic, real data, and real compliance requirements — not demos.
- Prior startup exits with AI/ML products
- $100M+
- Founder exit: AI-native proptech SaaS
- 2023
- Cloud-native AI infrastructure
- AWS / Azure / GCP
How we work - AI engineering, grounded in production reality
We build AI systems the same way we’d build any other production software: versioned, observable, tested, and deployed to infrastructure you already trust. No black boxes, no magic, no demo-ware.
- Engineering first.
Prompts, evals, and data pipelines live in your repo and ship through CI. We treat AI systems as software, not science projects.
- Evidence over vibes.
Every change is measured on your data — retrieval, faithfulness, cost, latency. Decisions come from numbers, not vendor demos.
- Your cloud, your controls.
AWS, Azure, GCP. Private endpoints, scoped keys, audit trails, and cost governance from day one. Compliance-ready foundations on request.
Operator experience, not just opinions.
AI-native proptech SaaS
Founder-built real estate data APIs with AI enrichment. Zero-to-revenue-to-exit. Operated acquisition close.
Custom AI / ML + mobile
Engineering leadership on startups acquired for $100M+, shipping AI/ML and mobile applications as core product.
AI solution engineering
Partnering with teams to design, build, evaluate, and harden LLM systems in production on AWS, Azure, and GCP.
Our trusted friends
Leadership

David Biga
Co-Founder / CEO

Kana Shibata
Co-Founder / Operations
Ready to accelerate your tech growth?
Schedule your free consultation today and let's discuss how we can help your business scale efficiently.
