About

Founded on veteran financial-compliance expertise.

antimanipulation.ai specialises in AI manipulation compliance. Manipulation is a distinct, testable risk mode of AI systems — and it is about to face the strictest regulation yet. Our work makes it legible: an original methodology, a public case corpus, ten hard red lines, and independent audits that test what a model actually does.

The blueprint is anti-money-laundering compliance. AML's path from young obligation to mature regulatory framework is well documented: regulators demand not perfection, but a standardised, auditable program designed around your own level of risk — with monitoring and reporting of how it performs. We help you prepare before the heaviest fines land.

The expertise behind the program
01
A decade in regulatory compliance
Anti-money-laundering programs and products — the discipline this program is modeled on: regulators' expectations, audit trails, and what "defensible" actually means.
02
Twenty years in enterprise software
Selling and delivering systems and services to banks, asset managers, corporates and governments — fluent in how the compliance industry operates, and in turning compliance into productised client value.
03
A researcher of manipulation patterns
Years of documented pattern research on manipulation — human first, machine now. The taxonomy began in human dynamics and was mapped onto AI behaviour; that is why it reads differently from lab-born frameworks.
Independence

Fully neutral: not affiliated with any model vendor, and independent of every platform we audit. The methodology is published openly; audit implementation details are available on request.

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