POC to Production

Our core practice. We take a working prototype and engineer it into a system that holds up under real users, real load, and real consequences — then hand you the keys.

Discuss your projectHow it works
4–8 wks
Typical engagement length, prototype to production
Fixed
Scope and price agreed before we begin
100%
Code and documentation handed to your team
Overview

The distance between a demo and a dependable system is engineering, not luck.

A prototype answers one question: is this possible? Production answers a harder one: will this hold when it matters? Closing that gap is a discipline — evaluation, observability, security, cost control — and it is the work we do every day.

We begin with what you have already built. Nothing is thrown away that doesn't need to be. The result is a system your team understands and operates, not a black box that depends on us.

What's included
Evaluation suite
Automated tests that measure quality and catch regressions before your users do.
Reliability engineering
Error handling, retries, fallbacks, and graceful degradation under failure.
Security & compliance
Data handling, access control, and a review aligned to your obligations.
Observability
Logging, tracing, and dashboards so you can see what the system is doing in production.
Cost controls
Token budgets, caching, and model routing that keep unit economics predictable.
How it works

A defined path, every engagement.

01

Audit

We assess your prototype and define precisely what stands between it and production.

02

Harden

We build evaluations, error handling, security, and monitoring into the system.

03

Deploy

We move to production with full observability and a tested rollback strategy.

04

Hand off

Documentation and knowledge transfer, so your team owns and operates the system.

Selected work

Results from this practice.

All case studies →
Support · SaaS

A support-triage assistant taken from weekend demo to 24/7 production.

63%faster first response
Operations · Logistics

Document extraction hardened to handle every edge case in the field.

throughput per analyst

Tell us about your prototype.

We accept a limited number of engagements at a time and screen for fit first. Share a few details and we'll respond within two business days.

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