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Better questions.
More useful intelligence.

Field notes on interpreting vendor signals, preserving evidence, and understanding the limits of public data.

Adoption is not the same as displacement.

A new vendor appears in a company’s public footprint. What has actually changed?

4 min read

Two dates. One more honest dataset.

Why event time and observation time should travel together in vendor-change research.

4 min read

The signal inside a subprocessor list.

A public vendor disclosure can reveal a relationship that a website technology scan will never see.

4 min read

Reading an ATS change without overcalling it.

Career sites provide an observable window into recruiting infrastructure. The company behind the page still needs careful attention.

3 min read