Human-centered AI learning design

AI should help make the people in your organization smarter

LLE Consulting helps mission-driven organizations build practical, ethical, and role-specific AI capability through educational strategy, talent development, workflow design, and built software solutions.

Led by Lillian Liang Emlet, MD MS CHSE CPC ELI-MP FCCM

The problem

Most AI training starts too late in the process.

Teams are handed tools, policies, or one-time demos before anyone has clarified what people need to learn, where AI belongs in the work, what should remain human, and how good judgment will be practiced.

The result is familiar: tool sprawl, uneven confidence, ethical uncertainty, and training that does not transfer into real work.

Who this is for

Organizations that want AI adoption to feel purposeful, not chaotic.

Healthcare organizationsMedical education programsProfessional service firmsFounder-led organizationsAssociationsLearning and talent teamsMission-driven startupsTeams building AI-enabled products

Services

Strategy, learning design, and built solutions for AI capability that holds up in practice.

01

AI Learning Strategy Sprint

Clarify where AI can support your people, what they need to learn, and how to prioritize a practical implementation pathway.

  • AI readiness assessment
  • Role-specific use-case map
  • 30/60/90-day learning roadmap
02

Human-Centered AI Training Design

Build workshops, learning labs, and guided practice experiences that make AI understandable, ethical, and useful in real work.

  • AI literacy workshops
  • Prompting and practice guides
  • Facilitator and learner materials
03

AI-Enabled Talent Development

Connect AI capability to communication, leadership, judgment, creativity, onboarding, and role-specific excellence.

  • Competency maps
  • Internal AI champion programs
  • Manager enablement tools
04

Workflow and SOP Design

Identify where AI can responsibly support drafting, synthesis, planning, documentation, and knowledge management.

  • Workflow audits
  • Human-in-the-loop process maps
  • Quality review checklists
05

Built Solution Design

Shape AI-enabled tools, internal products, and lightweight software systems around real workflows before anyone over-invests in code.

  • Product concept maps
  • Prototype walkthroughs
  • Implementation-ready build briefs

Approach

Start with people, then design the system around learning.

Listen

Understand the mission, people, and current readiness.

We map goals, roles, concerns, workflows, values, and the places where AI is creating confusion or opportunity.

Design

Translate strategy into learning architecture.

We define learner personas, use cases, practice labs, guardrails, measures, and implementation paths.

Build

Prototype the right solution for the real workflow.

When a built tool is the right answer, we shape the product logic, user flow, and demo narrative around the work.

Measure

Evaluate what matters beyond attendance.

Success can include confidence, adoption, time saved, quality, readiness, and learning transfer.

Portfolio direction

Short walkthroughs for the solutions, systems, and learning products you build.

Under 1 min walkthrough

AI-enabled education software

Curriculum Intelligence Workspace

A searchable curriculum intelligence workspace with source-cited requirements, overlap-aware mapping, and review workflows.

AIcurriculumGMEsource attribution
Under 1 min walkthrough

AI adoption strategy

AI Learning Roadmap System

A structured roadmap that translates readiness, risk, and workflows into workshops, practice labs, and evaluation measures.

AI literacytrainingadoptionhuman-in-the-loop
Under 1 min walkthrough

Learning product design

Communication Skills Program Architecture

Scalable communication curricula, faculty development systems, and scenario-based learning models built from EMTalk and related programs.

communicationsimulationfaculty developmentcurriculum
Portrait of Dr. Lillian Liang Emlet

About the principal

Educational science, coaching, communication, AI strategy, and software-shaped problem solving.

Dr. Lillian Liang Emlet is a physician educator, simulation expert, professional coach, and human-centered learning strategist. She helps organizations approach AI adoption as a learning and design challenge, not simply a technology rollout.

The deeper About page turns her public-facing CV into a searchable professional identity map that can grow as the portfolio grows.

MS in Medical Education Certified Healthcare Simulation Educator Certified Professional Coach Founder and national leader of EMTalk

Start a conversation

Let us design AI learning and software-shaped solutions that fit your people.

Schedule a consultation to explore your organization's AI learning, educational design, workflow, or built-solution needs.

Schedule a Consultation