AI Workforce Intelligence

Your AI strategy needs
three dimensions,
not one score.

Task-level analysis revealing where AI complements, augments, and substitutes human work. Every role. Four weeks.

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Billions spent on AI.
Zero clarity at the role level.

One-dimensional "automation risk" scores tell executives that 60% of their workforce is "at risk." That doesn't tell anyone what to do about it.

1D
How most firms measure AI impact
3D
How AI actually transforms work
4wk
Kickoff to full blueprint

One role.
Three dimensions.

Every task within a role has a different relationship with AI. We measure all three — so you know exactly what to do next.

Complementarity

AI makes you better.

Tasks where AI enhances human performance. The person does the same work, but faster, sharper, with better inputs. No role change needed.

Example: A tax manager using AI-powered research tools to find relevant precedents in minutes instead of hours.
Augmentation

AI changes how you work.

Tasks where the human must fundamentally change their approach. New workflows, new skills, new ways of operating alongside AI systems.

Example: Compliance workflows redesigned around AI-first document processing with human oversight and exception handling.
Substitutivity

AI takes over.

Tasks where AI can independently execute the work. Not a judgment call — a structural observation about what the technology can now do.

Example: Routine data entry and reconciliation tasks fully automated, freeing the person for higher-order work.

Not a report.
A blueprint.

Every role scored at the competency level — with written justifications and action signals.

Role Analysis
Tax Manager — Core Tax Services
3.3
Composite
3.8C
3.7A
2.4S
S1 Tax issue research, framing, and analysis 5 5 3 Transform
K1 Tax compliance & firm quality standards 4 4 3 Transform
K2 ASC 740 income tax accounting 4 4 3 Transform
S2 Return review and resolution 4 4 3 Transform
A3 Tax risk and policy communication 4 4 3 Transform
A2 Team delegation and development 4 3 2 Tool
K3 Specialized domain expertise 3 3 2 Protect
S3 Engagement management 3 3 2 Tool
A1 Client contact & executive presence 3 3 1 Protect
Interactive Sample

Organizational AI Impact Map

See how CAS scores roll up across 3,000 professionals and 5 service lines — with drill-down treemaps and strategic signals.

Explore the sample report

We know exactly what we are.
And what we're not.

Not A tool vendor
Not A layoff strategy
Not A generic "at risk" score
Not Slow to deliver

Ready to see your
workforce in three dimensions?

Four weeks from now, you'll know exactly how AI transforms every role in your organization — and have a specific plan to act on it.

Task-level AI workforce intelligence. Three dimensions. Every role. Four weeks.