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8.1
@mattalford
AI Product Leader | Generative AI, RAG & Governance | Strategy to Enterprise Adoption
AI Fluency Score
8.1/10
Assessed 3/27/2026
Velocity
I’m an AI product leader with 20+ years of experience turning emerging technology into products people trust, adopt, and pay for. I work at the intersection of product strategy, applied AI, and business transformation—connecting technical possibilities with real customer problems and measurable outcomes.
As co-founder of Pilot & Pixel, I help organizations move from AI experimentation to production use. I designed and deployed a retrieval-augmented generation system spanning more than 2,000 proprietary documents, now used daily by an enterprise leadership team. My work covers the full product lifecycle: use-case selection, model and vendor evaluation, prompt design, retrieval tuning, evaluation, guardrails, user experience, governance, and adoption.
Previously, as Senior Director of Product Management at Zonar Systems, I led a large enterprise portfolio spanning SaaS, IoT, mobile, and AI-enabled products for regulated fleet customers. I shaped AI-driven video telematics products by defining detection requirements, confidence thresholds, review workflows, and user experiences that made automated decisions understandable and actionable. One implementation for a Fortune 100 customer generated more than $20 million in annual operational and litigation savings. I also helped reposition an underperforming product line, reducing churn from 80% to 20% while doubling deployed units and customer revenue.
Earlier in my career, I led product organizations, advised executives and private-equity-backed companies, founded and operated a consumer business, and managed software products and partnerships at Intel.
My particular strength is translating between worlds: executives and engineers, models and markets, experimentation and durable operations. I believe successful AI products require more than capable technology. They need a clear problem, trustworthy behavior, thoughtful governance, strong product judgment, and a path to sustained adoption.
I hold an MBA from Babson College, a BS from Oregon State University, and Pragmatic Marketing certification. I’m especially interested in connecting with people building responsible, practical AI products that create meaningful business and human value.
AI-first product consultancy that develops and sells software directly to businesses and individual consumers, and helps mid-market and enterprise clients evaluate, design, deploy, and govern AI solutions—including RAG systems, LLM-powered workflows, document automation, and AI-assisted operational strategy. • Designed and shipped a production retrieval-augmented generation (RAG) system over 2,000+ proprietary documents for a manufacturing client; system is in daily use by the executive leadership team for decision support and institutional knowledge retrieval. • Built end-to-end AI workflow architecture using vector databases, prompt engineering patterns, and LLM orchestration (OpenAI and Anthropic models), with explicit attention to confidentiality, access controls, and responsible-use guardrails. • Advised executive clients on AI vendor evaluation, build-vs-buy decisions, governance frameworks, and organizational change required to adopt AI-native workflows. • Own B2B and B2C SaaS product pricing for the firm's software offerings — defining tier structure, packaging, and segment-based pricing for both business and individual consumer buyers. • Developed AI adoption playbooks covering policy, training, escalation paths, and risk management—translating emerging AI capabilities and limitations into practical operational guidance for non-technical leadership.
Led product strategy for a $100M AI-enabled SaaS, IoT, and mobile portfolio serving regulated enterprise customers; directly managed a team of 5 product managers and influenced a 40-person org spanning engineering, design, ML, and operations. • Defined and executed multi-year AI/ML product strategy and roadmap, prioritizing investments through competitive analysis, financial modeling, and risk assessment to drive executive decision-making at the C-suite level. • Established governance frameworks and operational policies for AI deployment in customer environments with strict confidentiality, safety, and compliance requirements—partnering closely with legal, data science, engineering, and operations stakeholders. • Led organizational adoption of AI-enabled workflows across sales, customer success, and operations teams; built training programs and change-management initiatives to bridge technical capabilities and field practitioner workflows. • Delivered AI-driven event detection and decision-support workflows that helped a Fortune 100 enterprise customer (~6,000 trucks) generate $20M+ in annual operational savings; following the product-market fit rework, the customer made our cameras standard equipment fleet-wide. • Evaluated and managed relationships with AI, data, and platform vendors; led build/buy/partner decisions across the AI technology stack. • Built and developed a team of 5 product managers — hired, coached, and performance-managed; mentored PMs to function as the CEO of their product lines, influence C-suite leaders, and align the organization around their strategic vision. • Owned B2C and B2G SaaS pricing across the portfolio; set pricing strategy, tier structure, and packaging to align revenue capture with customer segments spanning commercial fleets and government agencies. • Inherited an AI-enabled product line where 80% of customers were churning at contract end; reworked product-market fit and cut churn to 20% in 12 months — doubling sales from the largest customer, landing a top-3 US utility fleet (thousands of trucks, multi-state), and making the line the company's fastest-growing, most profitable portfolio.
Legacy AI Cred score
This score uses an earlier AI Cred rubric. The dimension labels below match that rubric.
Prompt Mastery
8.2
out of 10
Technical Understanding
6.5
out of 10
Critical Evaluation
7.8
out of 10
Practical Application
9.0
out of 10
Workflow Design
8.8
out of 10
• Owned product strategy and roadmap for AWS/SaaS transportation platform; defined real-time workflow features and secured multiple new enterprise contracts. • Led team of 12 product managers and engineers; established Agile processes that improved release quality across three development teams. • Built API partnership with Metro government agency for integrated platform experience.