AI consulting and custom AI development services
Published April 9, 2026. Covers how I scope AI products, automation systems, and production-ready workflows for growing businesses.
View cited pageFull-Stack & AI Engineer
Edmonton AI engagements often come with workflow complexity and risk controls from the start. Whether the client is public-sector adjacent or operationally heavy, the useful work is usually evaluation, data flow design, and making sure automation behaves predictably under real constraints.
Edmonton's market mixes public-sector, education, industrial, and healthcare-adjacent work with a smaller but serious startup base. Teams here often need software that survives complex operations and long sales cycles rather than trendy one-off launches.
Published April 9, 2026. Covers how I scope AI products, automation systems, and production-ready workflows for growing businesses.
View cited pageUpdated April 11, 2026. Progressive web app for live staffing, reporting, and client workflows — a concrete example of automation-heavy product delivery.
View cited pagePublished March 11, 2026. Explains where assistant workflows create value and how custom AI systems get deployed and supported.
View cited pageShort, free call to understand the problem, success metrics, constraints, and existing systems. You leave with a direction regardless of whether we work together.
A fixed-scope proposal with concrete deliverables, a timeline, and a pricing structure that matches the risk profile of the work.
Small, working prototype in days — the goal is to prove the approach, catch hidden blockers early, and validate the value with real data.
Harden the prototype into a production system: APIs, evaluation, monitoring, error handling, and security hardening.
Documentation, runbooks, and a walk-through for your team. Optional retainer for ongoing support, model updates, and feature work.
Yes. I take on ai consulting engagements with clients in Edmonton and across the Edmonton Metropolitan Region. Most work runs remote-first with in-person touchpoints where useful, and I'm used to the Alberta business environment.
Edmonton work in this service area usually comes from public sector, education, healthcare teams that need a senior partner to scope the work clearly and ship it without adding process overhead.
The work is scoped around Edmonton, but delivery usually extends across the wider Edmonton Metropolitan Region, including Calgary and remote-first teams that need the same service.
Custom AI products, internal automations, AI assistants and copilots, document and knowledge workflows, AI-powered search and RAG systems, and AI features embedded in existing SaaS products. I work on both new builds and retrofits.
Both. The choice depends on quality, latency, cost, data residency, and operational complexity. I will recommend the option that best fits the problem, not a model family I am loyal to.
How Milan helps companies plan, validate, and ship custom AI products, automation systems, and production-ready workflows.
Where AI assistants create real business value, how custom assistant systems are built, and when OpenClaw setup makes sense.
If your team sits outside Edmonton but inside the wider Edmonton Metropolitan Region, these nearby market pages usually reflect the same buying patterns and delivery constraints.