Ex-Meta · Microsoft

Ian Birch

AI Product & Engineering Leader

"Do not go where the path may lead, go instead where there is no path and leave a trail."Ralph Waldo Emerson

Utah, USA
Portrait of Ian Birch

About

AI innovation to deliver transformative, measurable business outcomes.

As a Forward Deployed Engineer and Product Leader, I embed directly within enterprise organizations to turn their most ambiguous, high-value problems into working solutions using AI. I work at the intersection of AI innovation, software engineering, product strategy, and customer partnership — architecting and building agentic AI solutions, and shipping them into production.

I operate as a single-threaded owner from inception to delivery - product-oriented, hands-on in the code, fluent with executive stakeholders, and relentless about shipping solutions with real positive ROI.

MVP ≤12 wks
Typical MVP delivery cycle, envisioning -> delivery
Industry Leaders, F500
Global enterprise customers across 6+ industries
Frontier AI Engineering
Ex-Meta, FDE at Microsoft Frontier Company
0 → 1
Build and launch AI products from the ground up

What I do

Embedded engineering - separating signal from the noise.

Forward Deployment

Learning the product domain and building products that have real business impact requires sitting with end-users and process owners to find the real problem underneath the stated one and grounding the solution in genuine user needs.

Enterprise Agentic AI

Multi-agent orchestration, custom business guidelines, security guardrails, human-in-the-loop review, evaluations & observability, Responsible AI by design - AI engineering fundamentals so systems hold up in production.

0 → 1 Product Development

From founding products to building reusable AI tools and accelerators, I use AI for agile end-to-end engineering - building resilient systems and foundational architecture from first principles following industry best practices.

Featured work

Transforming industries - Enterprise AI in production.

Insurance · Underwriting

Agentic AI for commercial insurance underwriting

Worked with a global insurance software provider to turn a tedious, time-consuming underwriting workflow into a multi-agent system — document processing, risk analysis, evaluations, observability, and human-in-the-loop review. This system automates substantial portions of submission intake and analysis while keeping underwriters in control of every decision.

Multi-agent orchestration ACORD form & loss-run data Evals & observability Human-in-the-loop Responsible AI

Financial services · Core banking

Real-time assistant for core banking

Worked with a banking software provider to create an embedded agentic assistant for tellers that assesses directional risk on everyday transactions — grounded in a financial institutions own policies and guidelines, with human-in-the-loop controls, security guardrails, and quality evaluations built in from day one.

Multi-agent reasoning Business Guidelines Security guardrails Human-in-the-loop Responsible AI

Asset management · Sales intelligence

Intelligent product recommendations and insights for wealth advisors

Worked with a global investment management company to build an AI-powered recommendation and prioritization engine for their sales and distribution platform. It helps sales professionals cut preparation time, prioritize the right opportunities, and surface timely, relevant insights. After a multi-month pilot it rolled out to U.S. distribution and materially improved sales effectiveness, with reduced manual effort and improved quality of client interactions.

Recommendation systems Cold-start modeling Sales enablement Dynamics 365 Machine learning

Experience

Principal Forward Deployed AI Engineer · Microsoft

2023 – Present

Microsoft Frontier Company, Industry Solutions Engineering

  • Designed and built the FDE AI solution accelerator — a reusable, pattern‑based, spec-informed agentic AI accelerator that compresses MVP delivery time and codifies custom business guidelines, responsible AI patterns, incorporating multi‑agent orchestration, human‑in‑loop review gates, and evaluation harnesses into an extensible solution now used across engineering teams.
  • Embed with Fortune 500 and industry leading customers across financial services, insurance, consumer goods, transportation, and SaaS to deliver transformative enterprise solutions with quantifiable business outcomes - each leveraging Microsoft's most advanced AI products and services.
  • Utilized design thinking to build and found impactful products — facilitating empathy mapping, divergent/convergent ideation, and user‑centered design workshops that ground technical solutions in real end‑user needs.
  • Built innovative solutions such as an AI-powered customer adoption platform, an assistant for real-time financial account and transaction analysis, a multi‑agent underwriting submission and risk assessment pipeline, and other solutions using combinations of generative AI, agentic AI, digital twin, and machine learning technologies to help with manufacturing, data pipelines, product recommendations, and operational optimization.
  • Pioneered hypervelocity, AI-infused FDE tradecraft — compressing envisioning and MVP cycles to ≤12 weeks and building custom AI tooling to accelerate planning and execution. Set an example for peers on what a multi-disciplinary FDE role can be in an AI‑first organization.
  • Represent Microsoft on stage with customers at industry events as a strategic product partner to their leadership.

Sr. Technical Program Manager · Meta

2022 – 2023

Facebook / Messenger

  • Launched the Community Chats product on Messenger and Facebook globally, coordinating efforts across Engineering, Product, Design, and Data Science for the technical roadmap and product strategy.
  • Launched MVP for social and broadcast channels messaging products on Messenger and Facebook and drove engineering quality initiatives to improve infrastructure and product performance, reliability, and efficiency.
  • Established 0→1 programs and led multiple cross-functional teams to grow Community Messaging products, identifying product needs in technically complex areas, scoping requirements, leading rapid exerimentation and prototyping, and owning implementation.
  • Drove partnerships across Messenger, Facebook, Instagram, Wellbeing, and Integrity to deliver cohesive, safe, high-quality user experiences.
  • Managed interdependent product roadmaps as a collective program and aligned product requirements and dependencies across partner teams. Worked with engineering leaders to simplify complex, technical problems into easily executable and measurable outcomes.
  • Managed communication between partner teams, stakeholders, and engineering management and developed strategies for efficiently driving milestone execution and delivery to achieve aggressive growth goals.

Co-Founder · TrueWeb

2020 – 2022
  • Productized and patented a web-augmentation platform that utilizes virtualized web sessions to modify, extend, or embed new features into any to any web application — SaaS, cloud-hosted, self-hosted, or homegrown.
  • Built robust APIs and admin tooling that give enterprises security, control, and a consistent user experience across their entire web-app portfolio.

Principal Solutions Architect · Surfly

2020 – 2021
  • Built custom middleware and real-time messaging infrastructure to integrate with different contact-center platforms, including partner integrations and demo tools for NICE, Genesys, Zendesk, Salesforce, and Amazon Connect.
  • Built trust and maintained strong customer relationships acting as a technical resource, providing quidance and advisory, engineering solutions, and producing technical architecture, designs, and strategies for complex projects.
  • Operate autonomously across multiple teams, demonstrating thought leadership, owning solution design delivery as lead architect and senior customer-facing technical resource.

Systems Software Architect · TTEC

2017 – 2020
  • Led development of AI framework used to automate workforce management tasks and automated schedule tagging based on real-time adherence.
  • Designed and developed cloud-native adapter software for workforce management applications on AWS - retrieving real-time agent status and producing real-time data streams downstream integration.
  • Built internal tooling to monitor agent productivity and provide real-time and historical reporting which reduced costs by 60% and eliminated the need for third-party software licenses.
  • Designed an enterprise solution to provide dynamically translated web applications, allowing for automatic scraping and custom management over the translated strings in addition to machine translation.
  • Built architecture blueprints and service-delivery roadmaps for enterprise applications, advised leadership on updates to existing systems, and proposed forward-thinking solutions to plan for future state.
Show earlier roles

Infrastructure Support Manager · UK2 Group

2016 – 2017
  • Led web-hosting infrastructure and support teams; continuously drove internal itiatives to improve operations and employee tooling resulting in increased customer satisfaction (NPS), lower average response time, and reduced case resolve time.
  • Developed new internal tooling to simplify server administration, implemented a new hire training platform, and championed a cloud contact-center migration with double-digit cost savings.

Systems Administrator · UK2 Group

2015 – 2016
  • Managed virtual and physical servers in large-scale customer environments. Provisioned new servers, configured networking interfaces and storage devices, provided customer support installing and configuring software services, troubleshooting performance, connectivity, latency, and security issues.
  • Led the team in incident resolution and received company recognition for client service excellence.

Junior Systems Administrator · UK2 Group

2014 – 2015
  • Provided front-line server and hosting support — monitoring systems, resolving customer connectivity and configuration issues, writing automatiion scripts, and assisting senior administrators with maintenance and provisioning.
  • Provided weekly training sessions on Linux command line utilities and scripts to mentor other admins and engineers, develop professional skills, and sharpen troubleshooting abilities.

Skills and Expertise

AI Product Development

Agentic AIMulti-Agent OrchestrationLLMs and SLMsAzure AI FoundryMicrosoft Agent FrameworkFoundry IQAgentic Search and RetrievalLangChainMCPA2ARAGEvaluations & ObservabilityGitHub CopilotClaude CodeCursor

Engineering & Architecture

Full-Stack DevelopmentRapid PrototypingEnterprise Solution ArchitectureSOLIDSoftware Development (SDLC)Cloud Services (Azure · AWS · GCP)SQLCI/CDPythonReactTypescriptNode.js

Delivery & Leadership

Forward Deployed EngineeringTechnical Program ManagementTechnical LeadershipSingle-Threaded OwnershipCustomer DiscoveryStakeholder ManagementCross-Functional CollaborationDesign ThinkingRisk Management

Enterprise Product Management

Product StrategyRoadmappingRequirements DefinitionBacklog & User StoriesMVP / MVE ScopingRuthless PrioritizationProduct-Market FitGo-to-Market (GTM)Business Value & ROIOKRs & KPIsAgile

Contact

Let's build the future.