Build the agentic AI enterprise.
The future of work is human-led and agent-operated — what Microsoft calls the Frontier Firm. Owl's Ledge gets you there by enabling both halves: the technology that puts AI agents to work, and the people who lead them.
Most AI initiatives don't fail because the models aren't good enough — they fail because human systems weren't designed to collaborate with them. I don't just advise on this problem. I solve it.
Years across emerging tech & workplace learning
On stage on AI for HR & L&D — years before the wave
Microsoft AI Transformation Leader — beta cohort, among the first globally (AB-731)
2025 Training Magazine Best Practice recognition
The frameworks behind the agentic AI enterprise
Becoming a Frontier Firm isn’t a tooling decision — it’s a redesign of how humans and AI agents share the work. Most initiatives stall not because the models fall short, but because the human systems around them were never built to collaborate with agents. These are the frameworks Owl’s Ledge uses to close that gap — so organizations thrive and people stay essential.
Crawl → Walk → Run → Fly → Soar
Trish's AI maturity model for organizations — a staged path from first experiments to AI copilots to orchestrating networks of autonomous agents. As agents move into real work, it builds in the governance, evaluation (TEVV), risk, and model-lifecycle discipline that scaling AI safely in a regulated environment demands — so leaders know where they are today, what capability comes next, and how to get there without breaking trust.
Learning System Engineering
Instrument the learning system itself — wiring AI and advanced analytics into how people build capability. Skilling becomes dynamic and in-flow, built into the work rather than delivered as episodic, one-off training, and engineered for measurable behavior change instead of seat time.
Talent & Learning Analytics
Turn behavioral and learning data into measurable capability, using AI as both analyst and tutor. The frameworks tie AI adoption to the outcomes leaders actually answer for — time-to-competency, performance, and strategic business value — not vanity adoption metrics.
Founder & Principal Consultant of Owl’s Ledge — and a hands-on product leader shipping enterprise AI into production. Not theoretical. Operational.
Microsoft AI Transformation Leader (AB-731) · Microsoft AI Business Professional (AB-730) · SAFe 6 Product Owner / Product Manager (PO/PM) · Brinkerhoff HPLJ Champion (2022) · Project Management Professional (PMP) (since 2003) · SolutionPeople Creativity & Innovation Facilitator (2008) · Certified Professional in Learning & Performance (CPLP) (2006–2021)
Author, Adaptive Humans + AI Agents (2026) · Contributor, ATD's Handbook for Measuring & Evaluating Training · Co-author, Foundations of People Metrics & Analytics
Work recognized as a Training Magazine 2025 APEX Awards Best Practice.
CIPD People Analytics Expert-in-Residence — co-created the CIPD People Analytics Accredited Programme.
Lead product & engineering teams who embed governance from the start rather than bolting it on later — following a systematic, repeatable Evaluation-Driven Development approach spanning AI evaluation, TEVV (Testing, Evaluation, Verification & Validation), AI Observability, and tokenomics & cost analysis — keeping enterprise generative AI trustworthy and commercially viable.
Trish is a difference-making pioneer in learning and technology. Her ability to dissect complex systems into an impactful measurement strategy grabbed me by the collar and inspired me to become a better learning strategist and leader. She introduced our team to generative AI well before it hit mainstream — her fluency in AI ethics, economics, and architecture led to our first generative-AI use case. When you work with Trish, you’re working with a human-centered leader who walks the walk of integrity and always has your back. I can’t recommend her highly enough.
The operator behind Owl's Ledge
Trish Uhl is an AI product leader, systems architect, and learning engineer — a Microsoft Certified AI Transformation Leader & AI Business Professional. She ships enterprise AI into production and engineers the human system around it — on stages worldwide and inside enterprise teams, not just advising from the sidelines.
30+ years in emerging tech, workplace learning, and people & learning analytics.
Hands-on agentic engineering and AI product management — shipping enterprise AI into production.
Microsoft Certified AI Transformation Leader & AI Business Professional, guiding organizations from ambition to capability.
Writing the field’s playbook for Human × AI work
From the forthcoming Adaptive Humans + AI Agents to contributed chapters and certification guides, Trish’s work defines how organizations measure, govern, and lead the shift to agentic AI.
Adaptive Humans + AI Agents: Sink, Swim or Swarm
A leader’s field guide to agentic AI — from assessing AI readiness to architecting human capability for hybrid and tri-brid teams, with a five-step Monday-morning action plan.
AB-731 AI Transformation Leader — Scenario Lab Study Guide
Scenario-based prep for Microsoft's AI Transformation Leader certification — 90+ decision-focused thought experiments across strategy, Microsoft AI services, and governance. Written by one of the first to hold the credential.
ATD's Handbook for Measuring and Evaluating Training
Author of the handbook's only generative-AI chapter — “Leveraging Generative AI for Training Measurement and Evaluation” — showing L&D how to apply AI to measure real training impact.
Foundations of People Metrics and Analytics
Co-authored the applied chapter on turning learning into action — a real-world worked example of measuring post-training behavior change with people analytics.
On stage since 2018 — years before the AI wave
Keynotes, masterclasses, and conference sessions across the US, UK, Europe, and the Middle East — on AI for L&D and HR leaders long before it was the headline.
Modern Learning in the Age of Intelligent Machines
Hacking HR · Chicago
How Artificial Intelligence Will Transform the Learning Experience
Learning Technologies UK · London
Mission Control: Launching Learning Engineering at Mars, Inc.
DevLearn
ABCs of Exponential Technologies: Being an HR Professional in the Age of Intelligent Machines
Chicago SHRM ELEVATE
HR AI Transformation Strategy — Human + Machine Collaboration
Chicago SHRM ELEVATE · Closing keynote
AI-Powered Transformation for HR Leaders
Masterclass · LEWAS · Kingdom of Saudi Arabia
Unleashing the Potential: AI and the Future of Workplace Learning
World of Learning Summit · London · Keynote
AI Agents: The Great Workplace Upheaval — Sink, Swim, or Swarm?
Learning Technologies · London
Future-Ready Workforce: L&D's Role in AI Agent Integration and Human-AI Collaboration
ATD AI Agents Intensive · Inaugural
Use AI Agents to Measure Training Impact
ATD Measurement & Evaluation Intensive
Owl’s Ledge is home base. The research lives here.
Two companion properties carry the deeper work behind the practice — one for the technology, one for the people. Together they cover both halves of real AI transformation.
Agentic Engineers
Technical intelligence briefs on agentic engineering and the agentic enterprise — the research behind how AI actually gets built and shipped into production.
agenticengineers.com →AI Transformation Leader
Frameworks and field notes on leading trustworthy Human × AI transformation — home of Mission Intelligence, SCAFFOLD, and CAMC for people-first AI capability.
aitransformationleader.com →