Press kit
Everything a journalist needs, on one page.
Bio, headshot, patents, and downloadable excerpts. For interviews, comment, or review copies, use the enquiry form on the author page or the contact details below.

1 · Short bio
Two sentences, ready to paste
Aziz Ahmed is a technology executive with 25 years of experience leading digital transformation in regulated financial services across India, the United States, and the United Kingdom, and the author of Defensible AI: How to Survive the Era of Liquid Evidence. Originator of the Liquid Evidence framework and the R-Score, he holds two filed US patent applications in AI auditability and writes and speaks on building AI that survives regulatory and legal challenge.
Reproduction permitted with attribution. A longer bio is on the author page.
2 · Headshot
Photography
Aziz Ahmed, headshot
Credit: courtesy of Aziz Ahmed. Largest available version below; a print-resolution original is available on request.
3 · Intellectual property
Filed patents on AI auditability
No. 64/017,408
AI Agent Black Box: forensic reconstruction of AI decisions, preserving decision-time inputs, model state, and context for audit and litigation.
No. 64/017,402
AI Agent Black Box: evidence engineering and defensibility controls for autonomous decision systems in regulated environments.
4 · Downloads
Excerpts & artefacts
The Arithmetic of Disaster
The chapter that introduces the Defensibility Risk Equation through a £1,027,500 worked example, and the Denominator Trap.
The 12 Supplier Questions
Due-diligence questions to put to any AI vendor, each with why it matters. If a supplier can't answer one, that's where your Liquid Evidence will come from.