Public signal scores

Human Workflow & Knowledge Data for AI Agents score evolution

14 Companies 3 Categories 14 Scored

Current public signal rankings by category. Movement compares the two latest completed score calculations; every history graph uses the same 0–100 scale.

Category rankings

How companies are moving

Companies are ordered from the highest current score to the lowest. Select a company to review only its public signal history.

Category

Workflow Observation & Demonstration Capture

6 companies

Companies that record how people interact with software, including screens, clicks, keystrokes and application sequences, to teach AI agents how to execute the same tasks.

Company Score Movement History
78
68
67
66
56
48

Category

Tacit Knowledge & Decision Capture

5 companies

Companies that extract the reasoning, judgment, rules and undocumented know-how behind human work, usually through interviews, conversations or feedback rather than direct observation of software actions.

Company Score Movement History
68
63
52
46
32

Category

Expert Generated Training Data

3 companies

Companies that recruit skilled humans to create original data for AI training or evaluation. The work is produced specifically for model development rather than captured from existing workflows.

Company Score Movement History
88
78
78