Every assessment, methodology, and evidence framework we use commercially was developed and validated through AIVO Standard — a non-commercial research programme with peer-reviewed publications, open-source tools, and active regulatory engagement.
AIVO Standard was founded to answer a question no one was systematically investigating: what happens when AI systems make commercial decisions about brands, products, and companies — and get it wrong?
This is not a product built on assumptions. Every drift pattern, severity classification, and remediation framework used by AIVO Edge has been validated against real-world, multi-model empirical data collected over two years of continuous testing.
All methodologies are published open-source and available for independent verification.
All research methodologies, frameworks, and primary evidence are published openly. We don't ask you to trust a black box — we invite you to verify our work.
When we assess your brand, we're not starting from scratch. We're applying two years of validated, peer-published methodology — the same frameworks submitted to regulators and covered by major media — to your specific products, competitors, and market position. The research is independent. The intelligence is yours.