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Abstract Digital Mesh
Enterprise AI Meets Human Understanding

The Behavioral Layer for the Human-Agent Workforce

millionways helps enterprises make AI more human-aware by analyzing text
and audio to measure the behavioral and emotional signals behind
trust, friction, risk, and performance.



Built on Thorsten-4, our Large Psychology Model grounded in
more than a decade of behavioral research.

Human-agent interactions, translated into measurable intelligence

millionways analyzes text and audio from enterprise interactions to reveal the behavioral and emotional signals behind trust, friction, risk, and performance.

millionways_agentic_platform.png

Human Signals
Understand how candidates, clients, employees, customers, users, patients, advisors, and executives communicate, decide, trust, resist, and respond
under pressure.  

Agent Signals
Evaluate how AI agents communicate, adapt, build trust, create friction, respond to emotional cues, and
escalate when needed.

Interaction Intelligence
Measure whether the exchange created trust, clarity, confidence, resolution, friction, or risk.  

"We used millionways’ behavioral intelligence and scoring to inform equity selection around earnings events. The positions we selected using this framework generated a 17% return over the evaluation period. More importantly, it gave us a new lens on executive behavior and decision quality that we hadn’t been able to systematize before."

Senior Investment Professional, Multi-Strategy Hedge Fund

Built for every high-stakes interaction

millionways brings behavioral intelligence to the moments where humans and AI agents communicate, decide, trust, resist, and perform.
AI & Agentic Workflows

Measure how AI agents communicate, adapt, build trust, create friction, and affect the humans they interact with.

Use cases include: AI governance, agent observability, agent coaching, escalation risk, service automation, and employee-facing AI.

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Revenue & Relationship Workflows

Reveal the signals that shape trust, hesitation, retention, expansion, satisfaction, and relationship quality.
 

Use cases include: sales, customer success, wealth management, consulting, account management, customer experience, and support.

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Workforce & People Decisions

Understand how people communicate, decide, collaborate, respond under pressure, and perform in high-stakes environments.
 

Use cases include: talent, hiring, leadership, coaching, HR, legal, compliance, care matching, and performance.

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The behavioral intelligence
foundation behind millionways

35M+

Behavioral signals processed

10 Years

Longitudinal research program

100,000+

Hours of structured
behavioral research 

50+

Behavioral scientists & psychologists contributing in the research program

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