What is a forward deployed engineer (FDE)?
The term comes from enterprise software, where an FDE bridges the gap between a capable model and a working result inside a specific organization's own systems. Mihron AI applies the same model to Canadian businesses in healthcare, pharma, and financial services — see the full AI agent & workflow deployment services for engagement scope and process. Read the full guide: what is a forward deployed engineer?
What does a forward-deployed AI engineer actually do?
A forward-deployed engagement moves through the same core stages regardless of industry — from mapping your workflow to keeping the system healthy once it is live.
-
DiscoveryWe map your workflow and set the agent's capabilities, constraints, and goals — typically inside an AI Readiness Sprint.
-
Integration with your existing systemsAgentic systems are connected directly into your CRM, EHR, or ERP, with voice and chat interfaces layered on top.
-
Building agents and workflowsCustom agent architecture across your tools and data — the work that turns a defined scope into a working system.
-
Deploying to productionThe use case ships as a live, measured production system — not a pilot that stalls before it reaches your team.
-
Monitoring and guardrailsHuman-in-the-loop approval gates, with production oversight continuing after handoff.
Forward-deployed engineers vs. AI consultants
The difference between the two models comes down to what you're left holding at the end of the engagement.
| Factor | Mihron AI (FDE model) | Typical AI Consultant / Agency |
|---|---|---|
| Deliverable | ✓ A production system, live and measured | A slide deck or strategy recommendation |
| Pricing | ✓ Scoped before work begins | Open-ended hourly billing |
| Accountability | ✓ Ships code; owns integration until the system is live | Advises; hands off recommendations |
Production-rate figures attributed to MIT's 2025 NANDA report "The GenAI Divide." Comparison reflects general market conditions for AI deployment, not a named-vendor benchmark.
Engagement tiers
Every engagement is scoped and priced in Canadian dollars before work starts. Full scope, deliverables, and booking are on the AI agent & workflow deployment page.
Many engagements may be SR&ED-eligible — eligibility is determined by CRA, and this is not tax advice. Scaling past a single engagement into an enterprise-wide GPU and platform strategy? See Enterprise AI Factory implementation. For a line-by-line breakdown, see the forward-deployed AI cost guide.
Why hire a Canada-based forward-deployed engineer?
-
✓
Bilingual, Canadian-first team — Mihron AI is the same Canadian company that operates Maya, our production AI voice agent, bilingually in English and French.
-
✓
Toronto-based — Mihron AI is headquartered in Toronto, Ontario, and serves regulated Canadian organizations in healthcare, pharma, and financial services.
For the small-business version of this same forward-deployed model, see forward-deployed AI for Canadian small business. Want the whole engagement — discovery through production support — under one partner? See our AI implementation partner overview.
Frequently Asked Questions
Answers to the questions Canadian ops leads and clinic owners most often ask before hiring an FDE.
A senior engineer who embeds with your team to build and ship AI into production — not a consultant who hands you a strategy deck. We own the integration, evaluation, and handoff until the system is live and measured.
Published tiers run from CA$5,000-9,500 for a Readiness Sprint (2-3 weeks) to CA$30,000-60,000 for a Pilot-to-Production build (6-10 weeks); a Fractional AI Lead retainer is CA$3,500-7,500 per month with a three-month minimum, and the AI Agent & Workflow Build is custom-scoped. Many engagements may be SR&ED-eligible — eligibility is determined by CRA, and this is not tax advice.
Consultants advise; an FDE ships code. Engagements have a defined deliverable that runs in your environment — not a slide deck. Most AI agent development shops price by the hour and hand you a pilot that may never reach production; MIT's NANDA study found 95% don't.
Yes. Beyond Maya, our own production AI voice agent, Mihron AI builds custom AI agents and workflow automation for healthcare, pharma, and financial-services organizations across Ontario and Canada. Engagements run through the same tiers.
Engagements typically start with a 2-3 week AI Readiness Sprint that maps your highest-ROI workflow and delivers a written implementation spec. The first production system then ships during the 6-10 week Pilot to Production engagement that follows, once the work is scoped in writing and priced against published ranges.