Meet Anima: The Analysis Engine Behind Human Layer Lab
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.
The entire conversation about AI and work is stuck on one question: which jobs will AI replace?
It's the wrong question.
Anima is the analysis engine behind Human Layer Lab. It answers a different one: what happens to every task inside a role when AI shows up, and what should you do about it?
Jobs don't disappear in one moment. They shift underneath you.
A Financial Analyst isn't one thing. It's a bundle of tasks: some routine, some analytical, some deeply human. AI doesn't show up and eliminate the analyst. It changes what the analyst does. Some tasks compress. Some expand. Some shift from doing to overseeing. Some become more valuable precisely because a human is doing them.
Anima sees this. It breaks a role down to its tasks, scores each one independently, and projects them forward in time.
Not one risk score per job title. A living map of how every piece of work is moving.
Three worldviews, not one guess
Every Anima analysis produces three complete perspectives:
Conservative. Slow adoption, higher friction, regulatory drag. The floor.
Balanced. The most likely trajectory given what we see today. The baseline.
Transformative. Accelerated adoption, rapid maturity. The ceiling.
Where the three converge, confidence is high. Where they diverge? That's where your decisions live.
What Anima finds
What AI can do. Task-level automation potential, scored with real-world constraints. Physical requirements, regulatory exposure, context dependency. Not just what a vendor demo promises.
What humans should keep. Some tasks are automatable but strategically irreplaceable when a human does them. Trust. Judgment. Relationships. Anima measures this separately, because "we can automate it" and "we should automate it" are very different statements.
Where things are heading. Not just a snapshot: a trajectory. Collapsing, stable, expanding, or shifting. Direction matters more than current state.
What it's worth. Every hour freed has a dollar value. Anima calculates time created by role, by team, by function, and converts it to capital. Time created is capital created.
Evidence, not instinct
Every score has a reason. Every reason has a source. Every source has a confidence grade.
When a score is high, Anima shows why. When a score can't go higher, Anima explains that too. You always know how much weight to put on a finding and how much is proven versus emerging versus speculative.
It gets sharper over time
Anima tracks its own projections. When a role is re-analyzed months later, it compares what it predicted against what actually happened. What it got right, what shifted, and why.
It's not a one-time report. It's an engine that compounds: more analyses, more accuracy, more context, more precision. The intelligence builds.
What comes out the other side
For the CHRO: Living Job Descriptions that evolve as the role does. Role evolution pathways. Skill gap maps. A transition architecture. Not a surprise restructure.
For the CFO: Hours freed, in dollars, at 12 and 24 months. Redeployment scenarios. A defensible business case for every AI investment decision.
For employees: A map. Not a threat. Here's how your role is changing, here's where it's going, and here's how to grow with it.
Release History
Anima 2.0 (March 2026)
Our latest release introduces agentic workforce intelligence:
- Autonomous monitoring and drift detection
- Predictive alerts before disruption arrives
- Self-updating living job descriptions
Anima 1.3 (Current Stable - November 2025)
The current production release featuring:
- Tri-temperature projections (conservative, balanced, aggressive scenarios)
- Physicality caps for realistic automation limits
- Enhanced evidence chains with full audit trails
Previous Releases
- Anima 1.2 (August 2025): Multi-model ensemble scoring
- Anima 1.1 (May 2025): Deep research integration
- Anima 1.0 (February 2025): Foundation release with 6-stage pipeline
Built on the Best
Anima is built on top of the world's leading foundation models:
- Claude (Anthropic) for evidence synthesis and nuanced reasoning
- GPT-4 (OpenAI) for work decomposition and multi-model scoring
- Gemini (Google) for parallel risk analysis and skill mapping
- Perplexity for real-time web research across 200+ sources per role
By combining these models in a purpose-built pipeline, Anima produces workforce intelligence that no single model can match.
By the Numbers
- 50,000+ data sources feeding the pipeline
- 2,400+ task patterns in our decomposition library
- Hourly signal updates for real-time accuracy
- 6 foundation models working in ensemble
Interested in early access to Anima 2.0? Get in touch or start your free trial.