Accelerate Your People. Build on Your Best.

We capture what makes your best people exceptional, close expertise gaps across your team, and build AI systems that augment expert-level thinking.

Accelerate Your People

Transform how your organization develops expertise and scales best practices

Capture expert reasoning

Understand what makes your best people exceptional—capture the reasoning patterns that drive performance

Close expertise gaps

Identify where novices and experts differ—then close gaps through simulation-based deliberate practice

Deploy AI that augments

Build intelligent systems trained on your organization's expertise to elevate your entire team

Your Experts
Protocol Captures Reasoning
Your Team Accelerates

How It Works

Phase 1

Ground: Capture Expert Reasoning

We work with your organization to identify and measure what makes your top experts exceptional. Through our protocol, we capture the reasoning patterns, decision-making processes, and uncertainty handling that define true expertise in your domain.

  • Map expertise across your organization
  • Measure reasoning quality in real professional interactions
  • Build a defensible dataset of expert decision-making
Phase 2

Scale: Build Training Simulations

We transform your expertise data into realistic training simulations that your team can use for deliberate practice. These environments enable practitioners to learn from the full spectrum of expertise—not just right/wrong feedback—practicing against scenarios that adapt to their skill level.

  • Realistic training environments based on real expert decision-making
  • Adaptive difficulty that meets practitioners where they are
  • Scalable training that maintains the quality of expert coaching
Phase 3

Accelerate: Deploy and Develop

Deploy intelligent systems built on your expertise to augment your teams in real-time, identify development opportunities, and maintain your competitive advantage. The cycle continues as we capture new expertise and refine your training systems.

  • Real-time guidance systems that elevate your team
  • Continuous expertise measurement and development
  • Ever-improving systems trained on your evolving expertise

Amplifying human
brilliance

“The true measure of technology is not how much it can do, but how much it can improve human capability.”

— Douglas Engelbart

We help organizations develop expertise faster by making the invisible visible.

Accelerate Skill Development

New employees learn from the best, faster. Measure their progress along the gradient of expertise and provide targeted guidance.

Optimal Case Matching

Route complex cases to seasoned experts, simpler ones to developing practitioners. Everyone works at the edge of their capability.

Evidence-Based Growth

Objective measurement of expertise enables targeted training, evidence-based development, and continuous improvement.

Reasoning-Based
Expertise Measurement

We measure how experts think, not just what they conclude.

Conversation 1
Conversation 2
Conversation 3
Analyzing
Multi-Turn Patterns
Extracting expertise signals from complex conversations
Expertise Signals
Diagnostic Reasoning94
Uncertainty Handling88
Patient Communication91
Treatment Planning85
89.5
Overall Expertise Score

Beyond Right/Wrong Answers

Traditional evaluation asks: “What's the right answer?” We ask: “What's the reasoning behind your approach?” Through synthetic case interviews and reflection protocols, we reveal the sophisticated thinking patterns that distinguish experts.

Expertise in Uncertainty

Real expertise shows up in how practitioners handle incomplete information and ambiguous situations. We capture the reasoning sophistication that experts demonstrate when there's no clear “right” answer.

The Reasoning Reveal

A novice might reach the same conclusion as an expert through luck or memorization. Our reflection protocols uncover the systematic thinking, comfort with ambiguity, and adaptive reasoning that experts actually use.

Backed By

Supported by leading innovation programs

Callaghan Innovation
$1M Research Grant
AI Evaluation Research
AWS
Generative AI Spotlight
AWS Startup Program

Our research has extended the frontier of what is possible to be measured with AI evaluation, enabling breakthrough capabilities in expertise assessment.

Pilots Underway

We're currently working with leading organizations to measure expertise, accelerate professional development, and build evidence-based training systems.

Certification Bodies

Measuring expertise standards and accelerating professional development across qualified practitioners.

Higher Education

Capturing teaching excellence and scaling best practices to develop the next generation of practitioners.

Healthcare & Social Services

Identifying development opportunities in case management and building evidence-based training systems.

Elite Sport & Performance

Understanding what separates world-class from good and accelerating expertise development.

Our focus: Measuring expertise, accelerating professional development, and building proprietary training systems—augmenting people, not replacing them.

A new approach to measuring and accelerating professional expertise

To accelerate expertise, you must first measure it. You can't improve what you can't measure—and measuring expertise has been impossible until now.

We're building systems that help your people think more like your best experts. Not by memorizing answers, but by practicing how to handle uncertainty and the messiness of real-world problems.

This fundamentally changes how organizations develop talent—moving from binary right/wrong feedback to understanding the gradient of expertise. Your team learns to embrace nuance, handle uncertainty, and recognize that for complex decisions, there might be many right answers.

For Healthcare

Transform clinical decision-making and patient outcomes through measurable expertise.

Use Case 1

Real-Time Conversational Intelligence

Guide clinicians to expert-level diagnostic and treatment decisions during patient interactions. Improve patient outcomes and reduce medical errors through real-time expertise measurement.

Live Session
Audio Analysis
Live Transcript
0:12
Patient:
I've been having this chest discomfort for about two weeks now.
0:18
Doctor:
Can you describe the discomfort? Is it sharp, dull, or pressure-like?
0:24
Patient:
It's more of a pressure feeling, especially when I walk up stairs.
Expert Suggestions

Consider asking about family history of cardiovascular disease

92%

Patient symptoms align with differential diagnosis protocol

88%

Explore recent lifestyle changes that may affect blood pressure

85%
Powered by expertise measurement framework
Confidence:High
Use Case 2

Optimal Routing

Route complex cases to experienced specialists and routine cases to developing practitioners based on measured clinical expertise. Ensure every patient receives the appropriate level of care.

Incoming Case

Complex Cardiology Case

Patient: 58M, chest pain, family history, multiple comorbidities

Analyzing Case Complexity
Case Difficulty
High
Required Expertise
90+
Urgency
Critical
Best Matches

Dr. Sarah Chen

Recommended

Cardiology

94
Expertise Score
847 cases handled

Dr. Michael Park

Internal Medicine

89
Expertise Score
623 cases handled

Dr. Jessica Liu

General Practice

72
Expertise Score
312 cases handled
Use Case 3

Targeted Development

Identify specific expertise gaps in clinical reasoning, differential diagnosis, and treatment planning. Develop clinicians through realistic medical simulations tailored to their expertise level.

Dr. James Wilson

Internal Medicine Resident

Overall Score
76/100
Skill Analysis

Differential Diagnosis

Current: 85Target: 90Gap: 5 points

Patient Communication

Current: 82Target: 88Gap: 6 points

Emergency Assessment

Priority Gap
Current: 69Target: 85Gap: 16 points

Treatment Planning

Priority Gap
Current: 71Target: 87Gap: 16 points
Recommended Training Path
1

Complete 5 emergency assessment simulations

2

Shadow expert physician in complex cases

3

Review decision-making patterns from top performers

Use Case 4

Evidence-Based Decision Making

Hiring and performance evaluation using objective measurement of clinical reasoning, decision-making patterns, and patient outcome correlations.

Objective Assessment

Physician Performance Review

Dr. Sarah Chen

Performance Analysis

Expertise Score
94
+0 pts
Cases Evaluated
847
Longitudinal measurement
Key Performance Indicator
Clinical Expertise94/100
Evidence-Based Insights

Dr. Chen shows exceptional performance in complex cardiology cases

Consistent improvement in handling uncertainty and rare conditions

Top 5% in evidence-based decision making

What Makes This Different

We measure how practitioners think, not just what they conclude—capturing the nuanced reasoning patterns that define expertise. This enables organizations to understand what makes their best people exceptional, identify specific development areas, and accelerate expertise growth through targeted, simulation-based practice.

By assessing expertise quality during actual professional interactions across domains, we help organizations move beyond generic training to evidence-based development systems built on your organization's own expertise.

This transforms how organizations develop talent.