85%
of AI pilots never reach production. Only 4 of every 33 POCs graduate.
THE CHALLENGES WE SEE
Most AI software never ships.
AI can generate a working prototype in days, but hardening it for production still requires human expertise. Testing, observability, security, compliance, and legacy integration are required for application stability and confidence. The difference between a demo and a system isn't the code; it's the engineering built around it.
What The Industry Says · 2026
11%
of AI projects are actually in production. 68% are still piloting, 14% are merely "ready."
$547B
of the $684B invested in AI in 2025 produced no measurable business value.
The Truth
Most enterprise AI initiatives don't fail because of their models. The model performs well, but the system does not.
Our Approach
How we run the last mile.
Production Readiness Review
Reviews your code, architecture, and AI components against what production actually requires. Learn More.
Risk-Ranked Gap Analysis
Identifies what stands between today and production, ordered by what matters most.
Architecture & Code Review
Reverse-engineers and documents the existing build, so nothing stays a black box.
Engagement Shape Recommendation
Matches you to Rescue, Finish, Replace, or Accelerate, based on where you actually are.
Agent-First Delivery
Uses agentic tooling to compress the timeline without cutting corners on hardening.
Production Monitoring & Governance
Builds in observability, compliance, and cost guardrails from day one, not after launch.
Let's Get Started
Production Readiness Review & Audit.
Here's exactly what you get.
A production readiness assessment of your code, architecture, and AI components
A risk-ranked gap analysis: what stands between today and production
A recommended engagement shape: Rescue, Finish, Replace, or Accelerate
A scoped delivery plan with a price band
Frequently Asked Questions
Yes. It's a time-boxed, deliberately scoped diagnostic tied to this offer, not a standing freebie. If you walk away afterward, it still succeeded: you got a map of exactly where you stand.
That's most of what we see. We run the last mile to production whether the build was started by your team, a vendor, or an AI.
It's scoped as a fixed, time-boxed engagement, sized to the codebase and architecture. We'll confirm the exact timeline on the intro call.
You get a scoped delivery plan with a price band, mapped to one of four shapes: Rescue, Finish, Replace, or Accelerate. From there, it's your call.
Schedule A
Discovery Call
Our experts
will ensure you take the right next steps.