AI Learning Consultant and Product Architect
Training that proves performance.
About 1.0
Hadrien Lee
Built the model.
Taught the teams.
10+
Years in L&D
70+
Modules shipped
50%
Faster scripting
AA
WCAG 2.1 compliant
The judgment side
The teaching side
I have worked both the judgment side and the teaching side of AI. I set the ground truth a machine-learning model trained against, then designed the instructional systems that taught the teams who use it.
The AI side
At Amazon I spent three and a half years on the computer-vision system behind Amazon Fashion's product recommendations. I was the human tie-breaker on contested annotation cases, which meant my judgment set the ground truth the model trained against, and I later engineered the image-to-text prompts behind the suggestions it shipped. Hands-on AI work years before the current boom. I then authored the onboarding and technical training that taught globally distributed teams, across three countries and multiple languages, how to actually use it. First in-house, later on contract.
The consulting practice
Consulting independently since 2021, I authored the instructional content behind a professional certification in behavioral finance, the kind advisors carry after their name. Content that has to survive an exam people can fail gets built differently, and that standard follows me into every project since. A self-built, AI-assisted workflow with Claude, ChatGPT, Vyond, and ElevenLabs cut my script production time in half, and expert-level Articulate 360 and Adobe Creative Suite keep the quality where it needs to be. Across retail, finance, and technology, I treat training as a performance problem, not a content problem.
An AI-forward production stack, from evaluation and prompting through to authoring, media, and design.
Hands-on with machine learning years before the current boom, from the data a model learns from to the tools learners talk to.
01
Ground truth & evaluation
Three and a half years on a production computer-vision model at Amazon. As the tie-breaker on contested annotation cases, my calls set the ground truth it trained against.
ANNOTATION · ADJUDICATION · COMPUTER VISION
02
Prompt engineering
Engineered the image-to-text prompts behind the product suggestions the model shipped. The same discipline now shapes every script and scenario I write.
IMAGE-TO-TEXT · PROMPT DESIGN · ITERATION
03
Grounded production
A self-built workflow with Claude, ChatGPT and NotebookLM working from the client's own source material. It cut script production time in half.
CLAUDE · CHATGPT · NOTEBOOKLM
04
Synthetic voice & imagery
Narration across languages with ElevenLabs and scenario stills with Midjourney. Consistent voice, no re-recording when the script changes, no generic stock.
ELEVENLABS · MIDJOURNEY
05
AI tutors & roleplay
Conversational practice partners built on your own content. They push back like a real customer or buyer, at any hour.
GROUNDED · ROLEPLAY · ON-DEMAND
06
Articulate 360
The core authoring suite, at expert level. The platform behind most shipped client work.
EXPERT · CORE SUITE
07
Storyline
Branching simulations where learners rehearse real decisions and see the consequences.
BRANCHING · SIMULATIONS
08
Rise
Fast responsive coursework for content that doesn't need bespoke interaction design.
RESPONSIVE · FAST
09
Vyond
Animated scenarios and character-driven scenes, produced in hours instead of weeks.
ANIMATION · SCENARIOS
10
After Effects
Motion graphics, kinetic type, and the polish that makes a module feel like a product.
MOTION · KINETIC TYPE
11
Figma
Storyboards, interface design, and the systems that keep a programme visually consistent.
STORYBOARDS · SYSTEMS
12
Adobe CC
Photoshop, Illustrator, Premiere. Asset production and the long tail of media work.
PHOTOSHOP · ILLUSTRATOR · PREMIERE
Brands and teams I've built learning for.
Scaling complex technical systems but your execution is lagging?
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© 2026 HADRIEN LEE /// AI LEARNING CONSULTANT
Your choices are remembered across the site.
© 2026 HADRIEN LEE /// AI LEARNING CONSULTANT
Your choices are remembered across the site.