Production AI for regulated organizations.
We help regulated organizations get AI systems that actually work in production. Not demos. Not prototypes. Working systems built for environments where errors have real consequences and auditors show up unannounced.
Find the 2–3 AI workflow changes that actually save time without creating governance mess. A 2-day assessment that ends with a 30-day action plan, not a slide deck.
We deploy AI in workflows where privacy, auditability, and operational control matter. Built for environments where "mostly accurate" isn't good enough.
Senior hands-on architecture from someone who built and ran a $12M+ healthcare platform for 12 years — and still writes production code.
A portfolio of products and long-lived platforms we build and operate.
Nurse Aide Testing & Credentialing System
End-to-end credentialing platform that processed 1M+ certifications across 35+ states, integrated with ADP, TriNet, QuickBooks, Paychex, and 50+ state licensing databases. Achieved 83% reduction in back-office staff, $1.6M in annual client savings, 99.9% uptime, and 100% contract renewal over 12 years. Acquired in 2023.
Personal Superintelligence
Self-hosted "personal superintelligence" that acts as a board of advisors, coordinating multiple frontier models to debate decisions, remember context, and keep recommendations aligned with long-term goals.
Multi-LLM Debate Engine
Structured debate engine where multiple models argue from different perspectives, challenge assumptions, and synthesize a clear recommendation for complex choices across product, architecture, and strategy.
Rail Logistics Platform
Rail logistics platform tracking railcars across US carriers, integrating Class I railroad APIs and geospatial routing over full US rail network data. Handles deduped storage, complex route calculations, and fast queries for real-time operations.
Campground & Resort Operations Platform
Operations platform built and maintained for the Thousand Trails / Equity LifeStyle Properties (ELS) network, supporting day-to-day campground and resort operations across multiple locations with boring reliability.
Every engagement follows the same four-phase approach.
We map the actual operational reality — bottlenecks, workflows, and what your people actually need.
Whether it's a system or a strategy, we build for what works in year five, not just week one.
Production-grade systems. Practical frameworks. Things that work on Monday morning, not just in the presentation.
We stay until it works, then make sure your team can run it without us.
What we're thinking about.
A no-jargon guide to how LLMs learn, think, and fail — written for smart non-ML people who want the real story without tensor calculus.
Read article →Team30+ years of enterprise systems experience, hands-on AI practice, and nonprofit governance perspective.
View team →Let's talk about building something durable.
