Verification
Claims Versus Evidence
Prominent predictions and viral statistics examined against their original sources, measured results, and missing assumptions.
ObservedStrong inferenceSpeculative
Not every true direction produces a reliable destination.
We separate a claim into testable parts, find the strongest attributable source, compare it with empirical research, and state where the evidence ends.
Editorial rule: A confident timeline is not evidence merely because the speaker owns several companies.
- How to Measure Whether AI Actually Saved TimeCompare a normal workflow with an AI-assisted workflow by measuring setup, execution, checking, rework, errors, and recovery—not just typing time.
- What Is Productivity?Productivity is output divided by input. Learn why hours, workers, jobs, workload, quality, and AI outcomes must be measured separately.
- What Is Demand Elasticity?Demand elasticity tells you how strongly customers respond when something changes. Usually that change is price. If the price falls and people buy much more, demand is elastic. If buying barely changes, demand is inelastic.
- What Is a Task Map?A task map breaks work into the activities that make it up. That helps us ask where AI might matter without pretending an entire occupation is one indivisible thing.
- What Is AI Exposure?AI exposure is a measure of potential task impact. It is not a jobs-lost number.