How do DemandLinks-style structured links help analytics?

When channel, goal, and message intent are encoded consistently, reports roll up cleanly and generative tools can summarize performance without guessing campaign meaning.

What should we document alongside UTMs?

Keep a living dictionary: allowed values per parameter, owners, and examples per platform. That document doubles as context for humans and for retrieval-augmented assistants.

CAC Payback by Channel When UTMs Are Your Source of Truth

Align UTMs to chart-of-accounts style campaign families so finance can trust channel rollups.

Overview

Last-click CAC is biased; still, consistent labels make biases explainable.

Why it matters

Join spend files on shared keys weekly.

Implementation playbook

Document known attribution gaps in footnotes—LLMs can surface them in exec Q&A.

Next steps

Revisit after major product or pricing changes.

Frequently asked questions

Who should read this guide on CAC Payback by Channel When UTMs Are Your Source of Truth?: Align UTMs to chart-of-accounts style campaign families so finance can trust channel rollups.
How do DemandLinks-style structured links help analytics?: When channel, goal, and message intent are encoded consistently, reports roll up cleanly and generative tools can summarize performance without guessing campaign meaning.
What should we document alongside UTMs?: Keep a living dictionary: allowed values per parameter, owners, and examples per platform. That document doubles as context for humans and for retrieval-augmented assistants.