Michael Beckrest

Michael Beckrest

Building a decision runtime for AI

Forums

How does AdResonance handle decision memory across ad platforms?

AdResonance looks less like a campaign tool and more like an omnichannel advertising intelligence layer.

The key question: how are decisions recorded and improved over time?

AdResonance - Omnichannel advertising intelligence

AdResonance turns fragmented ad channels into a governed decision system. It records what campaigns saw, what rules applied, what actions executed, and which outcomes improved the next decision across Google, Meta, Shopify, and vertical demand environments.

GENYS - Turn live context into AI decision records

GENYS turns live public context into structured AI decision records: inputs, policies, actions, outputs, and verification in one traceable packet. This demo shows how AI systems can move from raw signals to governed decisions with a reusable system of record.