12 production AI platforms shipped across healthcare, wellness, wealth management, manufacturing, fitness, and consumer apps. Every build was architected and shipped by Colter Mahlum personally, end-to-end, from initial data audit through production deployment and MLOps handoff.
What production means
These are not prototypes or demos. Each platform listed below runs on live data, serves real users, and was built to the engineering standards the client's industry requires. Healthcare and wellness platforms are architected to HIPAA-aligned data handling requirements. Financial services platforms include compliance-grade audit trails and model documentation. Manufacturing and operations platforms are built on production sensor and transactional data, not benchmark datasets.
How we select engagements
Mahlum Innovations takes a small number of custom platform engagements each year so every build receives direct founder attention. Engagements are selected based on whether the business problem is clearly defined, the data exists to support the solution, and the client has executive buy-in to act on the output. We say that at the discovery call rather than starting a project that is likely to stall. The free AI readiness assessment benchmarks your data maturity and strategic alignment before we talk.
Industry: AI Platform / SaaS | Client: Axiom AI (horizontal SaaS for AI-forward developers and ops teams) | Duration: ~4-month intensive build, continuous iteration
A multi-agent AI orchestration platform that lets users deploy, coordinate, and monitor swarms of specialized Claude/GPT/Gemini agents from a single command center to autonomously execute complex software, research, and operational workflows.
An autonomous multi-vertical trading agent that finds, validates, and executes positive-EV trades on Kalshi prediction markets and Robinhood crypto end-to-end, with no human in the loop.
Industry: Legal Technology | Client: Legal document intelligence platform (designed for law firms handling medical record review) | Duration: Initial build complete, ongoing development
A document chronology platform that ingests legal and medical record sets and produces structured event timelines, built on React, TypeScript, Node, and Supabase Postgres with pgvector for semantic search across document corpora.
A member mobile application for a regional Montana health club, featuring Apple HealthKit integration for activity and health data sync, member account management, and class scheduling.
Industry: Wellness / Healthcare Operations | Client: The Elysian Institute — multi-location wellness, spa, and integrated medicine company (Montana) | Duration: Multi-month engagement, live in production with active daily use
All-in-one workforce, payroll, wellness, and tax-compliance platform that replaces 8+ separate SaaS tools with a single unified system.
Industry: Health & Wellness Marketing | Client: Elysian Institute — recovery, wellness, and longevity clinic (Bigfork, Montana) | Duration: ~1–2 week build cycle (single focused engagement)
A modern, SEO-optimized marketing website for a recovery, wellness, and longevity center, featuring 20 detailed service pages, transparent membership pricing, and direct integration with the client's external booking system.
Industry: Fantasy Sports / SaaS | Client: Fantasy sports commissioners and office-pool organizers | Duration: ~6–8 weeks of focused build cycles
A full-stack commissioner dashboard that automates ESPN bracket league management — syncing picks, tracking payments, and generating AI-powered win projections — with a companion iOS mobile app.
Key results: 6–8 wk Build time · 100% Auto reconcile · iOS+Web Cross-platform
Industry: Consumer Health & Nutrition | Client: Direct-to-consumer health & nutrition app | Duration: ~4 weeks to TestFlight, continuous beta iteration
AI-powered family meal planning app that generates personalized weekly meal plans, tracks nutrition, scans barcodes, identifies food from photos, and acts as a personal nutrition coach.
Key results: 3–4 Apps replaced · 5 min Weekly planning · 4 wk To TestFlight
Industry: Smart Home / Field Services | Client: Confidential — high-end smart home automation company (Montana) | Duration: Focused multi-day engagement, production-ready 9-module platform
A comprehensive AI-enabled business management platform that unifies CRM, project tracking, inventory, service tickets, and scheduling for a premium smart home automation company.
Industry: Wealth Management / FinTech | Client: Confidential — boutique RIA serving ultra-high-net-worth clients | Duration: Ongoing iterative build with full mobile companion app
An AI-powered operations and intelligence platform that automates document management, client data, compliance, trading, and advisory workflows for a wealth management firm.
Key results: 40+ Workflows · 80% Doc review cut · iOS+Web Mobile + web
Industry: Fitness / Health Club Operations | Client: Peak Health & Wellness — Snap Health Clubs franchisee (Peak Great Falls #127 and West Bank Landing #128) | Duration: Multi-month iterative build, continuous feature additions
An all-in-one AI-powered fitness facility management platform that unifies member management, personal training, group fitness, HR, and operations into a single intelligent system.
Key results: 14K+ Members · 30+ Modules · 2 Locations
Every platform in this portfolio was built to the engineering standards its industry requires. Healthcare and wellness platforms are architected to HIPAA-aligned data handling requirements with end-to-end encryption, role-based access control, and audit trails. Financial services and wealth management platforms include compliance-grade model documentation and audit-ready data lineage. Manufacturing and operations platforms are built on live sensor and transactional data — not benchmark datasets — and are validated in production conditions before handoff.
Mahlum Innovations is a one-engineer firm by design. Every platform listed above was architected, built, and delivered by Colter Mahlum personally — no context lost in handoffs, no junior engineers making scope decisions, and a founder who understands the problem domain as deeply as the technical stack. A limited number of custom engagements run in parallel, which is intentional.
AxiomAI — AI employees for recurring workflows
Not every business problem requires a custom build. For recurring workflows, the AxiomAI catalog offers purpose-built AI employees across every business function: Scout SDR for outbound sales, Care CX for patient and customer communication, Ledger AI for financial reporting, AxiomCMO for AI visibility and content publishing, HIPAA Guard for compliance monitoring, and Sage Support for internal helpdesk automation. Subscription-based, deployable without a custom build.
Start a conversation
If you are evaluating a custom AI platform build, the free AI readiness assessment benchmarks your data maturity, technical readiness, and strategic alignment before we talk. The first conversation is free and takes 45 minutes. Book a strategy call →