We use field notes to:
Some pieces are practical. Some are more reflective. All are written to be useful to people doing the work, not just talking about it.
Many teams still plan and measure as if the main decision happens on their website.
In reality, AI summaries, rich snippets and other zero click results are now doing a large share of that work before anyone arrives.
The seller says it fits a 2026 Honda CR-V. Amazon Confirmed Fit says it doesn’t. What looks like a product-data problem exposes something much bigger about filters, verification, AI recommendations and the trust we place in systems to understand our constraints.
Corpus is a clarity and trust framework for the upstream web. It helps organisations diagnose how trust, contradiction, proof, and interpretation work across reality, public narrative, machine inference, human expectation, and interface experience.
