Gen-AI Product Owner & Builder · 0-to-1

Scott ThompsonCSPO

Building products that users want —
from 0-to-1-to-scale, obsessing over the entire experience.

I currently own the product and user experience of a generative-AI conversational assistant used by financial advisors firm-wide, built on LLMs, RAG, and vector embeddings over AWS and Amazon Bedrock. My focus is the chat experience itself — the interface, usability, and look and feel that turn complex backend AI into a product advisors actually want to use. I define the success metrics and production feedback loops that keep answer quality high, and I ship responsibly in a regulated environment alongside Legal, Compliance, and Risk. I translate complex AI into business outcomes and explain it clearly to any audience, from engineers to executives.

<3 mo0-to-1 AI assistant built & deployed — ahead of schedule
+267%company valuation growth ($6MM → $22MM)
250+clients onboarded to a gen-AI knowledgebase50,000+ people reached
3patents contributed across AI products

What I do

Core competencies

A product owner who lives where AI capability meets real user experience — owning the roadmap, the interface, and the quality loops that make complex AI feel effortless.

  • Conversational AI & Chatbots
  • Roadmap & Backlog Ownership
  • Platform & Reusable AI Infra
  • LLM Product Delivery (0-to-1)
  • AI Quality Metrics & Evaluation
  • Agile & Scrum (CSPO)
  • Conversational UI & UX Design
  • Production Feedback Loops
  • Regulated Environments
  • RAG, Vector & Semantic Search
  • Responsible AI & Guardrails
  • Stakeholder & Executive Comms
  • Accessibility & Inclusive Design
  • Hardware & Software Products

Where I've been

Experience

Raymond James Jan 2026 — Jul 2026 Contract

Product Owner & Lead Analyst · Conversational AI Chat Product

  • Own the full product lifecycle of a production conversational AI assistant — from opportunity and roadmap through launch and continuous optimization — built on LLMs, retrieval-augmented generation (RAG), and semantic search over enterprise documents and structured data; successfully built and deployed the initial 0-to-1 release to production ahead of schedule, in under three months.
  • Own a flagship AI product with executive-level visibility — referenced by the firm's CEO in a CNBC interview on Raymond James' AI strategy.
  • Own the look and feel and end-to-end user experience of the chat product, partnering closely with UX/UI designers in Figma to turn complex backend AI into a clean, intuitive, on-brand interface advisors trust and adopt.
  • Drive the product roadmap and own the backlog — proactively identifying the next best capability rather than executing a fixed plan — translating AI possibilities into prioritized requirements, user stories, and sprint commitments tied to business value.
  • Define measurable success metrics for AI quality and run production feedback loops — answer-quality evaluation, user thumbs-up rates, adoption and weekly-active usage, and human-handoff deflection — to continuously improve model and product outcomes.
  • Build for reuse rather than one-off delivery, defining shared UI patterns, components, and product requirements other teams can extend across the firm's platforms.
  • Champion the firm's cloud-AI direction on AWS and Amazon Bedrock, aligning the roadmap with how foundational models are securely deployed, scaled, and governed.
  • Ship AI responsibly in a regulated financial-services environment — authoring the user-facing legal acknowledgement Legal reviewed and signed off, setting guardrails against unsafe or off-brand responses, and partnering with Legal, Compliance, and Risk throughout.
  • Serve as the primary point of contact for the AI domain, articulating product vision for audiences from engineers to executive leadership and standardizing delivery through hundreds of SOPs in a centralized wiki.
BST Global Nov 2024 — Jan 2026

Product Manager, Project Pursuit & Delivery

  • Led the transformation of legacy ERP solutions into a modern, web-first, AI-driven collaborative platform.
  • Integrated cloud-based and collaborative technologies, accelerating project delivery timelines by 25%.
  • Championed agile methodologies, reducing overhead by 10% through continuous-improvement practices.
  • Applied local LLM/AI to surface product-enhancement opportunities and streamline feature prioritization and customer engagement.
  • Standardized and automated knowledgebase SOPs and tooling using generative AI and automated workflows.
iamGIS Group, LLC 2022 — Nov 2024 VC Accelerator

Product Owner & Product Marketing Manager

  • Launched a customer-facing, generative-AI-powered knowledgebase — 125+ articles and a gamified onboarding LMS with certification (25 classes) — that reduced client contact by 30% and onboarded 250+ clients.
  • Drove company valuation growth of 267% (from $6MM to $22MM) via AI-driven recommendations, 3D mapping, and IoT integrations.
  • Built a robust elastic-search experience integrated with a hyper-local GPS asset-location tagging feature.
  • Reduced training-development time by 50% and increased overall productivity by 50% through automation.
  • Conducted 100+ user interviews to build comprehensive user journeys and adoption pathways.
Constant Companion 2021 — 2022 Startup

Director of Product & Product Owner

  • Managed 6 product lines and 30 employees from inception through implementation.
  • Led AI-powered healthcare-solution development, contributing to 3 patents and a $385MM valuation.
  • Built B2B white-labeled services with partners including Apple, Samsung, Amazon, and Google.
  • Managed contracts valued at $32MM annually, generating $2MM in annual operational savings.
InsideOut Solutions 2018 — 2021

Director of Content & Design, PlayOps & Special Projects

  • Expanded product delivery for clients including Google Cloud and IBM, achieving ROI up to 200% and CSAT of 92%.
  • Drove A/B testing that increased sales-development effectiveness by over 30%.
Apple, Inc. 2012 — 2018

Worldwide Senior Advisor, Accessibility & Special Projects

  • Advised Apple's worldwide teams and users on accessibility and inclusive design — helping people with vision, hearing, or mobility differences game, create art, and even earn degrees, making products work for people of all abilities.
  • Served as an advisor to the Smithsonian's exhibit on accessible technology.

The toolkit

Education & skills

Education & certifications

Certified Scrum Product Owner (CSPO)
Sales Excellence
DiscoverOrg
Conversational Sales & Marketing
Drift
Account Executive Certification
Sales Assembly
Customer Success Certification
Sales Assembly
B.A. Technical Film & Video
Purdue University
B.A. Photography
Purdue University

Technical skills

AI & Data
AWSAmazon BedrockAnthropicOpenAIGoogle Vertex AIMicrosoft CopilotOllamaLLMsRAGSemantic SearchVector EmbeddingsLLM EvaluationTableauPower BI
Design & Product
FigmaJiraAzure DevOpsConfluenceSalesforceHubSpotAsanaTrelloMonday.comProductboardMicrosoft Fabric