Building enterprise systems that bridge creative vision and technical execution.
Twenty-one years building digital marketing infrastructure — from print production automations in 2005 to enterprise attribution today. Currently leading technology, AI implementation, and digital transformation at Ai Media Group, where I architect the full marketing intelligence stack — from AiTRK up through Atrilyx and our multi-touch attribution and the Atrilyx Agent.
Architecting AIMG's marketing intelligence stack — from data layer to AI agent.
Three layers, one architecture. AiTRK is the foundational tracking pixel — patented (US 10,091,321), Google Ads–certified, privacy-first first-party data collection. Atrilyx sits on top: a multi-touch attribution engine that unifies online and offline media into a single source of truth for marketing ROI. The Atrilyx Agent sits above both — an AI-powered marketing assistant that operates on the attributed data.
Under this stack, client engagement lifted 95% against legacy attribution, and data governance posture improved 40% through GDPR / CCPA-aligned controls. The point isn't any single product — it's the operating discipline that ties patented tracking, attribution modeling, and AI agency into one coherent platform.
Performance marketing agency
Leading technology strategy, AI implementation, and platform engineering as CTIO.
Patented tracking technology
US Patent 10,091,321. The privacy-first data collection pixel that powers Atrilyx attribution and AIMG's cross-channel measurement stack.
Closed-loop attribution closed the loop for the seller, not for you.
A wave of closed-loop products shipped this month. They all share one feature nobody is naming: the company reporting the conversion is the company selling the media. That is last-click's oldest failure in a 2026 costume.
Your agent's role tags are a suggestion, not a wall.
New research says models decide who is speaking from style, not from the role label. If you run recommend-only agents with a human approving each move, good. But that approval is one guardrail among several, and it does not patch the hole underneath.
A new ad channel just launched with no way to measure itself.
ChatGPT ads are being sold on intent, with no channel-native attribution. They borrow a measurement spine that is being absorbed into a holding company. Running on the channel early is worth it. Trusting its self-reported numbers is not.