The technical partner AI startups call when their first engineer won't cut it.
Seed → Series B partnership engagements.
AI startups move at a pace that punishes bad architectural decisions. We've been the technical co-founder for 22 AI startups, the engineer who comes in after the first demo to build what actually ships, and the team that gets products from seed POC to Series A scale without an 18-month rebuild.
Why Evolve Edge
Startup velocity without startup debt We move fast because we've made the architectural mistakes before — on our own time. Your MVP won't have the technical debt that forces a Series A rebuild.
AI-native architecture We don't bolt AI onto a traditional SaaS architecture. We design the data layer, inference layer, and eval infrastructure as first-class citizens from day one.
Fundraise-ready engineering Technical due diligence, architecture documentation, and security posture that stand up to Series A / Series B investor scrutiny — built in as we go.
Engagement types
14-day production MVPs for AI founders who need something real to show investors and first customers — not a demo environment.
Production-grade AI system design: inference infrastructure, eval harnesses, fine-tuning pipelines, and cost architecture before you build the first feature.
Senior engineering leadership for pre-seed and seed AI startups — technical hiring, architecture oversight, investor prep, and vendor negotiations.
Rebuilding from a prototype to a production-grade platform before the Series A scale-up — without stopping product development.
Architecture documentation, code quality review, and security posture hardening to pass investor technical due diligence.
Rapid AI feature development for startups with product roadmap pressure — shipped with evals, observability, and rollback capability.
Client perspective
“They shipped our production AI in 14 days, passed Series A due diligence on the architecture, and handed off cleanly to our internal team. That's the partner spec.”
FAQ
AI Startups partner
Let's scope your engagement
We've done this before. Tell us where you are and where you need to be — we'll bring the patterns that got similar companies there.
Have Questions? Let's Talk.
Free 30 minute call with a senior engineer, not a salesperson. We have got the answers to your questions.