Forward Deployed Engineer AI / ML

Christopher Mangun

Forward-Deployed AI Engineer with 15+ years leading technical transformation across regulated industries.

Specializes in enterprise LLM architectures, AI deployment strategy, and the cross-functional implementation of compliance-ready AI systems. A seasoned contractor who leads by example, builds bridges of trust across domains, and enables reliable, high-stakes delivery.

Experience

15+ Years

Specialization

Regulated Industries

Availability

Contract / FDE Roles

Professional Experience

Self-Employed Contractor

NYC | July 2025 – Present

Activation Architect / Forward-Deployed Engineer

  • Built Salesforce–Shopify integration pipelines and marketing automation infrastructure supporting Love Trust's growth platform.
  • Authored ID8TION and The Activation Architect (The 5%), advancing structured AI/ML implementation methodologies.
  • Earned the Stanford AI/ML Healthcare Specialization, strengthening expertise in regulated AI systems.

Publicis Groupe / Pfizer Colab

New York, NY | Mar 2024 – July 2025

Production Lead (Forward Deployed Engineering Role)

  • Embedded with Pfizer Global Production as part of CEO special projects strike-force pilots, focused on strategic operations.
  • Led design of an internal AI search assistant using OpenAI + SharePoint, accelerating air-gapped enterprise search via Glean-style semantic indexing.
  • Production Lead (IC Role) for Pfizer's largest brand initiatives (Abrysvo RSV & Comirnaty vaccines).

IPG Health – IPG ProHealth & Area 23

New York, NY | Mar 2020 – Mar 2024

Director of Production & Delivery

  • Launched global intranet with single-source knowledge bases for AREA23, FCB Health & ProHealth.
  • Managed $51M portfolio across Novartis (6 brands) and Sanofi (7 brands).
  • Designed solutions for market access and regulatory pathways in HCP engagement.
  • Directed 60+ cross-disciplinary staff across product, creative, and medical.

Abbott Labs – Advanced Analytics & Machine Learning

Chicago, IL | Dec 2018 – Mar 2020

Forward-Deployed Engineering (Contract)

  • Deployed data ingestion and ML-readiness pipelines across 30K+ global diagnostics systems; enabled real-time insights for business leaders and downstream LLM-readiness and advanced analytics enablement.
  • Led agile transformation of global data ecosystem enabling BinaxNOW.
  • Built production-grade NLP and LLM-readiness pipelines optimizing read round-trip latency by 10×.

Boundless Life Science Group (HCB)

Chicago, IL | Sep 2017 – Oct 2018

Associate Director, Tech

  • Guided strategy for GI Genius™ AI system for adenoma detection.
  • Directed launches for 3 pharma brands ($5M portfolio).
  • Implemented agile workflows for healthcare teams.

Syneos Health GSW / Innovation Lab

NYC | Jan 2015 – Jan 2017

Senior Technical Program Manager

  • Developed $12M SOWs and staffing plans for Eli Lilly, Boehringer Ingelheim.
  • Led launches for Amgen Biosimilars & Repatha; MM&M award-winning Pradaxa TV campaign.
  • Tech lead Salesforce/Veeva Cloud gatekeeper for Eli Lilly.

Self-Employed Contractor

NYC | Jan 2008 – Jan 2015

Software Engineer (SaaS)

  • Engineered workflow and application infrastructure for Running Man Post (HBO).
  • Designed and deployed systems for MSK Enterprise, AOM Non-Profit, Concentric Health, and Grey Group.
  • Served as embedded contractor to optimize Pfizer's Salesforce + CLM (Closed-Loop Marketing) integration layers.

Naked Heart Foundation

New York, NY | 2005 – 2008

Project Manager

  • Partnered with Natalia Vodianova to launch the Naked Heart Foundation's first global digital platform.
  • Engineered the international donation system with multi-currency support and full tax-compliant receipts.
  • Built a secure, scalable website architecture enabling global fundraising and transparent financial reporting.

Key Achievements

  • Reduced compliant content review cycles by 35% and increased asset reuse 2.3× via Azure ML + SharePoint/Teams RAG system with MLR-aware guardrails at Publicis.
  • Designed and deployed HIPAA-compliant data plane at Abbott enabling ML for BinaxNOW.
  • Built first-in-industry MCP RAG platform for pharma data retrieval.
  • Improved enterprise data retrieval efficiency by 65% through ML pipeline optimization.

Technical Skills

Cloud

Azure OpenAI, AWS Bedrock, GCP Vertex AI

LLM Ops

LangChain, PromptLayer, OpenAI Eval, Weights & Biases

Collaboration Platforms

SharePoint, Airtable, Zapier, Asana, Salesforce, ServiceNow

Compliance

Audit-Ready ML, Transparent AI Logging, Security in Deployment