Editorial policy

This page explains how we produce the calculator and guides on AI Automation ROI, and the standards we hold them to.

1. Evidence first

Figures about AI productivity come from published research — peer-reviewed papers, working papers from recognised institutions such as NBER and Harvard Business School, central bank research and established research organisations. We link to sources so you can check them, and we report findings that cut both ways, including studies where AI made people slower.

2. Transparent calculations

The calculator uses simple, published formulas set out on the methodology page. Worked examples in our guides are calculated with the same model, so the numbers match what you see in the calculator.

3. Authorship and review

Guides are written and reviewed by Lawrence Goh, Director, Autonex Pte Ltd. Each guide shows the date it was last updated. We review guides when significant new research appears or when readers report a problem.

4. Corrections

If you find an error, email hello@aiautomationroi.com. We check reports against the original source and correct confirmed errors as quickly as we can, updating the page date.

5. Independence and conflicts of interest

The site is published by Autonex Pte Ltd, which provides AI and automation consulting. We disclose this openly. We do not accept payment for coverage, do not let vendors review content before publication, and do not recommend specific products in exchange for commission. The site may display advertising served by Google; advertisers have no influence on content.

6. Not professional advice

Our content is general information to help you plan. It is not financial, legal or tax advice. Decisions should be based on your own measurements and, where appropriate, professional advice.