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 – PresentActivation 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 2025Production 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 2024Director 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 2020Forward-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 2018Associate 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 2017Senior 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 2015Software 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 – 2008Project 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