Workforce transformation intelligence

Decide which work moves to AI. Then decide what your people do next.

Talent Rewire maps your workflows task by task, prices every split between people and AI, and plans how your people move into the work that comes next.

The free diagnostic walks one real workflow through the method. About [X] minutes.

The free diagnostic

Walk one workflow through Talent Rewire.

A guided walkthrough of the big steps the platform runs. Follow commercial credit memo drafting from task map to priced decision.

01

Map the work

The workflow broken into tasks and steps.

02

Set the split

Each task placed on the Task Scale, with its risk checked.

03

Price the decision

Cost, value and freed capacity, worked out.

  1. L1ApprovalHuman Only
  2. L2AI Assist
  3. L3TodayAI Co-pilot
  4. L4Human-Led Collaboration
  5. L5DraftingAI-Led, Human Review
  6. L6AI Autonomous, Oversight
  7. L7Fully Autonomous Agent

Illustrative. Drafting can move to L5. Approval stays human.

Built by practitioners

Koreen Pagano

Co-Founder, CEO

Kristi Broom

Co-Founder, COO

Josh Cavalier

Co-Founder, CXO

Mark Ward

Co-Founder, CPTO

Meet the team

Published by ATD Press

The Human-AI Task Scale first appeared in print in Applying AI in Learning & Development.

Open, named frameworks

Human-AI Task Scale and the Gottfredson-Cavalier Matrix, with APPLY Synergies.

Talent Rewire

Three stages. Nine steps. One decision at a time.

Talent Rewire is the licensed platform that runs all nine steps on your own workflows and data. It decides which work moves to AI, prices every move, and plans how your people move into the work that comes next.

1

Diagnose

Steps 1 to 3

Document workflows, break them into tasks and steps, place each task on the Task Scale.

2

Decide

Steps 4 to 7

Map the risk, price each task, model the move, size the freed capacity.

3

Develop

Steps 8 and 9

Put freed capacity to work and upskill people for the new work.

Free · About [X] minutes

The free diagnostic

A guided walkthrough of the method on one real workflow. See every big step before you commit.

Start the walkthrough
Enterprise license

Talent Rewire

The full platform on your workflows and data, across a function or the whole enterprise.

Book a demo

Learn and certify

Become the person who decides how the work is split.

HMPA Foundations is a self-paced video course for business analysts and L&D professionals moving into the Human-Machine Performance Analyst role.

Certification pathPart I→Part II→[Requirements]→HMPA Certification
Training a team? Workshops and advisory
Books on a meeting table

Books

Read the thinking behind the method.

Applying AI in Learning & Development[Cover image]

Applying AI in Learning & Development: From Platforms to Performance

Josh Cavalier · ATD Press

Where the Human-AI Task Scale first appeared in print.

Events

Meet us in the room.

NOV2026 · [Dates]

DevLearn 2026

[Session title] · Josh Cavalier · [City]

Details
[MON][Dates]

[Next event]

[Session] · [Speaker] · [City]

Details
JUL 302026 · Recording

How Will AI Change Your Organization?

ATD webinar · Koreen Pagano and Kristi Broom

Watch

Trust

Your workforce data stays yours.

How we handle data
  • Never used to train foundation models or to improve recommendations for other customers.
  • Encrypted at rest (AES-256) and in transit (TLS 1.2+), hosted in US data centers.
  • No detailed personally identifiable information in core platform analytics.

Find out which of your work is ready to move.

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