THE FOUNDATION DETERMINES THE CEILING
AI is here. Your data decides what you can do with it.
Strong foundations unlock everything: production ML, agent workflows, AI-native operations. Weak ones turn every AI initiative into a science project. Crimson Edge builds the infrastructure that makes AI actually work.
From prior leadership roles
Built the data and ML infrastructure behind one of the first generative AI products at scale.
Led data and ML engineering through Divvy's acquisition by Bill.com.
Shipped production ML and internal AI systems that teams actually used.
Stabilized brittle platforms and modernized stacks across fintech, SaaS, medtech, and manufacturing.
What We Build
We solve the problems slowing you down.
Greenfield Architecture
We design the warehouse, pipelines, orchestration, and modeling layer that gives your company a real platform to build on.
- Production-ready platform with clear ownership boundaries
- Architecture that scales with your growth, not just your current load
- Runbooks and handoff so your team operates it independently
Typical Timeline
Assess (2 weeks), build (2-4 months), stabilize and hand off (1 month)
Greenfield Architecture
We design the warehouse, pipelines, orchestration, and modeling layer that gives your company a real platform to build on.
- Production-ready platform with clear ownership boundaries
- Architecture that scales with your growth, not just your current load
- Runbooks and handoff so your team operates it independently
Typical Timeline
Assess (2 weeks), build (2-4 months), stabilize and hand off (1 month)
We architect the platform. Ship the systems. Train the team. Then we leave.
Why Crimson Edge
Three things we do differently.
We build with what we sell
Our own practice runs on the systems we recommend. Agent workflows, internal AI, production pipelines. If we sell it, we ship it ourselves.
Production, not prototypes
We ship working systems with monitoring, documentation, and operating discipline. Not decks. Not theater.
We leave
Every engagement has exit criteria. We build it, train your team, and step out.
Ready to build something that lasts?
Tell us where you are and where you need to go. We'll tell you honestly what it takes.
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