About Mahlum Innovations
Mahlum Innovations is an AI consulting firm based in Bigfork, Montana, founded by Colter Mahlum to help mid-market businesses turn AI hype into shipped, measurable systems. We focus on regulated industries — healthcare, manufacturing, and financial services — where compliance requirements, legacy systems, and risk-averse cultures demand more than a strategy deck.
Our Mission
Most AI projects fail not because the models are wrong, but because nobody stayed to make them work in production. We do the full stack: strategy, data engineering, model development, deployment, and the first 90 days of production monitoring. Every engagement defines a clear success metric before we write a single line of code.
Built & Led By
Mechanical engineer turned AI builder. Colter personally leads every Mahlum Innovations engagement — no account managers, no handoffs. He has shipped 11+ production AI systems across manufacturing operations, RIA wealth management, multi-location healthcare, smart-home integrators, and sports analytics. Read full bio · LinkedIn.
What We Build
- AI Strategy & Roadmapping — Prioritized roadmaps that sequence AI investments by ROI, risk, and data readiness, using the RAPID Framework.
- Custom Machine Learning — Forecasting, classification, computer vision, and NLP models trained on your data and deployed inside your operations.
- Data Analytics — Dashboards and automated reports that turn raw operational data into decisions at every level of your organization.
- AxiomAI — Pre-trained AI employees across sales, marketing, operations, support, finance, and legal. Subscription-based, no build cost.
Industries We Serve
- Healthcare — HIPAA-compliant AI, clinical decision support, readmission risk scoring, and revenue cycle optimization.
- Manufacturing — Predictive maintenance, defect detection via computer vision, and supply chain optimization.
- Financial Services — Fraud detection, credit risk modeling, and compliance automation for banks, insurers, and fintech.
What Makes Us Different
- We ship production code, not slide decks. See 11 real-world AI builds.
- Regulated-industry discipline built in from day one — HIPAA, SEC, FAA, and OCC requirements shape every architecture decision.
- Single point of accountability: Colter leads personally, no junior handoffs.
- Modern AI stacks (GPT-4o, Claude, custom ML) integrated with real operational systems, not demo environments.
Schedule a free 30-minute discovery call or take the free AI Readiness Assessment to see where you stand today.