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AI product executive with 15+ years leading cross-functional engineering, data science, and design teams at Director/VP levels. Specializes in scaling LLM infrastructure, deploying AI cost-governance frameworks to minimize token waste and improve throughput, and ensuring regulatory/data compliance. Leads AI model optimization, prompt engineering, and platform reliability improvements across enterprise and growth-stage clients—driving measurable results across latency, session stability, governance, and API/compute cost reductions from design through production scale.…AI product executive with 15+ years leading cross-functional engineering, data science, and design teams at Director/VP levels. Specializes in scaling LLM infrastructure, deploying AI cost-governance frameworks to minimize token waste and improve throughput, and ensuring regulatory/data compliance. Leads AI model optimization, prompt engineering, and platform reliability improvements across enterprise and growth-stage clients—driving measurable results across latency, session stability, governance, and API/compute cost reductions from design through production scale.

Anton Dembowski

AI Strategy Consultant, AI Engineer, AI Prompt Engineer

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AI product executive with 15+ years leading cross-functional engineering, data science, and design teams at Director/VP levels. Specializes in scaling LLM infrastructure, deploying AI cost-governance frameworks to minimize token waste and improve throughput, and ensuring regulatory/data compliance. Leads AI model optimization, prompt engineering, and platform reliability improvements across enterprise and growth-stage clients—driving measurable results across latency, session stability, governance, and API/compute cost reductions from design through production scale.…AI product executive with 15+ years leading cross-functional engineering, data science, and design teams at Director/VP levels. Specializes in scaling LLM infrastructure, deploying AI cost-governance frameworks to minimize token waste and improve throughput, and ensuring regulatory/data compliance. Leads AI model optimization, prompt engineering, and platform reliability improvements across enterprise and growth-stage clients—driving measurable results across latency, session stability, governance, and API/compute cost reductions from design through production scale.

Available to hire

AI product executive with 15+ years leading cross-functional engineering, data science, and design teams at Director/VP levels. Specializes in scaling LLM infrastructure, deploying AI cost-governance frameworks to minimize token waste and improve throughput, and ensuring regulatory/data compliance.

Leads AI model optimization, prompt engineering, and platform reliability improvements across enterprise and growth-stage clients—driving measurable results across latency, session stability, governance, and API/compute cost reductions from design through production scale.

Skills

Experience Level

Expert

Expert

Expert

Expert

Language

Work Experience

Product Director at AIgrounded.com

June 1, 2025 - Present

Managed enterprise AI initiatives with a focus on AI model optimization and prompt engineering engagements to improve margins, reliability, and delivery speed. Refactored AI workflows and implemented persistent semantic caching using vector databases. Drove reusable AI product frameworks for AI governance and consistency, including prompt compliance improvements and routing hooks. Delivered quantified savings through token waste reduction and API cost optimization; also reduced latency and improved session stability.

Executive AI Product Director at AIgrounded.com

June 1, 2025 - Present

Lead enterprise AI product leadership across delivery, model optimization, prompt engineering, and cost optimization for mid-market, enterprise, and growth-stage clients. Refactor customer-facing AI workflows to improve reliability, reduce compute costs, and prevent context loss at enterprise scale. Deploy persistent local semantic caching layers (vector databases) to reduce latency and unblock real-time workflows. Build reusable AI product frameworks to improve governance, consistency, and developer productivity, including prompt governance/refactoring and routing hooks. Implement AI cost-governance practices to reduce token waste, address context degradation, and maintain regulatory/data compliance. Achieve measurable improvements across session dropout reduction, latency reduction, and API/compute cost reductions.

Product Director at First American

December 1, 2023 - June 1, 2025

Document workflow product management and applied GenAI. Owned opportunity stack-ranking across document generation and template workflows and internal productivity tooling. Prioritized high-impact workflows for SMEs and downstream end users. Drove roadmap prioritization, stakeholder alignment, and measurable efficiency gains. Introduced applied GenAI via Microsoft AI workshop partnerships and internal governance processes. Evaluated Microsoft/AWS as AI partners and translated learnings into internal workflow automation and RAG-based SOP applications. Coordinated cross-functionally to secure approvals from Legal, Security, and Compliance for responsible AI adoption in a regulated enterprise.

Vice President, Product Management at ImagineAsium.com (Acquired)

October 1, 2021 - December 1, 2023

Commercialized a fine-tuned LLM for age-appropriate children’s character generation (toys and cartoons) with focus on bias mitigation, demographic inclusivity, and responsible AI governance. Structured the model as a licensable commercial asset, contributing to an acquisition based on the inherent value of the fine-tuned LLM. Productized the generative AI lab concept into a market-ready licensing offering, emphasizing product readiness, market fit, and model portability. Tested and refined outputs for fairness across ethnicities, geographies, and demographic contexts. Embedded legal, compliance, and child-safety controls into the development lifecycle while balancing responsible AI controls with speed to commercialization.

Vice President, Product Management at Carparts.com

April 1, 2018 - October 1, 2021

Owned product roadmapping and cross-functional execution including company-wide prioritization, product roadmap, and launch governance. Launched a prioritization framework across supply chain, technology, and eCommerce initiatives. Improved on-time delivery for committed launches across the organization. Mapped opportunities across TAM expansion, funnel optimization, and operational efficiency. Drove growth, conversion, and operational excellence initiatives—accelerating a major installation-related launch, expanding a new B2B sales channel, and improving ecommerce conversion metrics while reducing A/B test cycle time.

Senior Director, Product Management at The Beachbody Company

October 1, 2012 - April 1, 2018

Led ecommerce platform modernization and expansion. Migrated the platform from an external SaaS to an internal Oracle stack. Drove international expansion with full localization. Introduced website preview functionality for marketers and merchandisers. Supported cross-functional execution across product, technology, and commerce teams.

Vice President, Product Management at PEAR Health Labs

October 1, 2012 - April 1, 2018

AI product development and regulated healthcare. Launched an AI fitness program builder for military and health insurance use cases, delivering adaptive personalization, mobile apps, and performance monitoring. Completed HIPAA-related compliance work for insurance-sector integrations. Designed AI solutions for regulated healthcare and DoD security environments. Introduced SaaS video and SDK capabilities, including a multi-tenant SaaS video-on-demand builder for trainers and clients and an iOS/Android fitness engagement SDK. Improved app quality through UX and feature prioritization (noted quality improvement from 2.3 to 4.8 stars).