Overview
The platform and the AI infrastructure
The Human Layer Graph
One living model of your workforce
Anima, the engine
Ingest, analyse, transition, traction
Agents, MCP and CLI
Let agents drive the platform
Signals and Integrations
Data in, intelligence out, read-only
Security and TrustEXT
Trust Center
Featured programmes
The four flagship ways in
All programmes
The full library, twelve across three phases
Discovery programmes
Baseline the work, role by role
Transform programmes
Redesign roles, stack and process
Traction programmes
Measure adoption from live systems
Our approach
How AI reshapes work, and how we tackle it
Our experts
AI and domain experts who run engagements
How engagements work
First call to live measurement
Forward-deployed alongside your team
Week by week, and exactly what you see
Why partner
An engine to lead transformations
How it works
You in front, the platform behind
Partner tooling
The MCP and CLI layer, partner-framed
The partner journey, application to renewal
Your agents. Every client's graph.
Insights
Frameworks, research and points of view
Roles
Task-level analysis across roles
Industries
AI impact by sector
By team and leader
Built for every leader
Compare
See how the model stacks up
Trust CenterEXT
trust.inc
Your AI transformation is firing your greatest asset
What is AI workforce transformation?
The challenges you face
AI is changing work faster than organizations can adapt. Sound familiar?
Research synthesis is already automated
AI summarizes customer interviews, analyzes competitor positioning, and generates market insights in minutes. Your UXR function needs a fundamentally different charter.
Design is shifting from production to direction
AI generates mockups, variations, and interactive prototypes faster than your design team can review them. The value is moving to creative direction, brand systems, and design judgment.
PMs need to be editors, not managers
AI creates more options, more experiments, more data points. Your PMs are drowning in possibilities instead of making the sharp product bets that drive outcomes.
Cross-functional handoffs are breaking
When AI capabilities span product, engineering, and design, traditional spec-to-build-to-test workflows create friction. You need new collaboration models.
Stakeholders expect AI-speed shipping
If AI can prototype in hours, leadership asks why shipping takes months. Your org structure creates latency your competitors are eliminating.
AI-native startups are eating your lunch
Teams of 5 with AI-native workflows ship what used to take teams of 25. You need to understand how to restructure or watch market share erode.
How Human Layer Lab helps
Move from reactive firefighting to proactive workforce strategy
Role-specific deep-dive agents
APEX includes Role-Specific Agents that analyze PM, design, and research roles individually. Get conversational, deep-dive analysis on how each function evolves, not just a static report.
Living JDs for the AI-native product org
Forward-designed job descriptions for every product role showing what it needs to become. From AI-augmented PM to creative director to research strategist. Versioned and ready to share with your team.
Skills intelligence and gap analysis
Canonical skill taxonomy tracks which product skills are emerging, which are obsoleting, and where gaps are forming. Cross-role analysis highlights where to invest in development.
Benchmark against the Roles Library
Compare your product org's roles side-by-side against curated industry benchmarks. Understand where AI-native teams are structured differently and what that means for your hiring and team design.
Roles we analyze for you
Task-level analysis of the roles that matter most to your organization
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