Meet Anima.
The intelligence engine behind Human Layer Lab. Anima sees how AI is changing every task inside every role, then shows you what to do about it.
Why “Anima”?
Anima is Latin for the animating force: the thing that makes something alive rather than mechanical.
We didn't name it after what AI can do. We named it after what AI can't be.
Every role has an anima: the irreducibly human core. The judgment, the relationships, the creativity, the trust. The part that matters more as AI handles the rest.
Anima finds it. And then helps you build around it.
Six layers of intelligence. One complete picture.
Anima doesn't give you a risk score and leave you to figure out the rest. It runs every role through a six-layer analysis framework that produces actionable, evidence-grounded output you can take to your board, your team leads, or your next planning cycle.
What powers Anima
Signal Intelligence
Before Anima touches a single role, it already knows what's happening in the market. An always-on intelligence layer continuously crawls AI tool launches, adoption evidence, displacement patterns, regulatory changes, and emerging roles across industries. Every analysis is grounded in what's actually happening, not what a model was trained on months ago.
Role Decomposition
Every role is broken into its atomic tasks. Time allocation, skills required per task, physicality classification, context dependencies. Whether you provide a detailed job description or just a title, Anima builds a comprehensive task map. This is the foundation everything else builds on.
Impact Scoring
Each task is independently scored for AI displacement potential on a 0–100 scale. Every score comes with a structured rationale explaining why, what evidence supports it, and what could change it. Signal citations link scores to real-world evidence. No black boxes.
Capacity Projection
Scores translate into hours freed per week per role. Anima projects task migrations across time horizons: what's automatable now, what's coming in six months, what remains distinctly human. Always weekly. Always grounded.
Synthesis & Design
This is where analysis becomes action. Anima produces Growth Reports (for managers and employees) and Executive Reports (for leadership). It identifies skill gaps, maps development pathways, surfaces where roles are overlapping or merging, and flags where entirely new roles are emerging from freed capacity. Living Job Descriptions are generated and evolve with every re-analysis.
Temporal Intelligence
Re-analyse roles over time and Anima compares the results. What changed? Did automation land as predicted? Which tasks shifted quadrant? Is your transformation plan tracking? Every re-analysis compounds the intelligence, giving you a longitudinal view rather than a point-in-time snapshot.
Built different from the ground up.
Not a chatbot with a database.
Anima is a multi-stage analysis pipeline, not a single prompt wrapped in a UI. Each layer has typed inputs, typed outputs, and observable reasoning. The analysis is deterministic and reproducible.
Model-agnostic by design.
Anima routes to the best model for each analytical task. It's not locked to a single AI provider. As models improve, Anima improves with them.
Evidence-grounded, not hallucinated.
Every score, every projection, every recommendation traces back to signal data, structured rationale, and cited evidence. You can see exactly why the engine reached its conclusions.
Versioned like software.
Anima versions are immutable snapshots. When we ship an improved analysis pipeline, your existing analyses stay exactly as they were. You can re-analyse on the new version and compare the results. No silent changes. No surprises.
Gets smarter with every analysis.
Every role analysed feeds a growing canonical task taxonomy and skills ontology. Cross-role patterns emerge. Industry benchmarks sharpen. The more organisations use HLL, the more precise every analysis becomes.
What you get.
Growth Reports
For managers and their teams. Skill development roadmaps, task migration timelines, and clear guidance on what's changing and what to do about it.
Executive Reports
For leadership and the board. Hours freed, capacity projections, workforce structure recommendations, and the evidence to back every claim.
Living Job Descriptions
AI-generated, always-current job descriptions that evolve as roles change. Your single source of truth for what each role actually looks like today, not when someone last updated a doc.
Skills Intelligence
Which skills are growing, which are declining, and where the gaps are across your workforce. Mapped to real market trajectory data, not static taxonomies.
March 2026
Anima 2.0
Multi-stage pipeline. Task-level decomposition. Six-layer analysis. Signal-grounded scoring. Living Job Descriptions. Temporal drift detection.
November 2025
Anima 1.3
Single-pass analysis. Role-level scoring. Tri-temperature scenarios.