The Attribution & Activation Flywheel

How AdApps captures signals, enriches them in the enterprise stack, and completes the loop.

1. Create Utilities

Brands create AI-native AdApps with schema & attribution built-in.

5. Feedback to LLMs

Enriched AdApps are surfaced more frequently, boosting visibility.

3. Snowflake Data Ops

Signals join with CRM & purchase data in a privacy-safe clean room.

2. Tagging, Hashing & Attribution

  • Automated schema tagging for AI-readiness
  • Content hashing for provenance
  • Attribution manifests to track visibility

4. LiveRamp Activation

Resolved identities are pushed to DSPs and paid media networks.

Investor Takeaway: The AdApps Moat

Our moat is the proprietary signal layer: we own the first-party engagement signals that everyone else — Snowflake, LiveRamp, advertisers, and LLMs — depends on to function in the zero-click economy.