Research

Research for the new discovery layer.

Customers are asking machines to compare, shortlist, summarize, and buy. That changes what it means for a brand to be visible. Signyl studies that shift, then turns the findings into work the agent can execute for marketers and founders.

  • AI commerce
  • Answer visibility
  • Brand authority
  • Customer behavior
  • Platform economics
  • Retrieval systems
What we study
Answer visibility

Where brands disappear

We study which brands surface when customers ask answer engines for recommendations, and which brands are absent even when they have real demand.

Commerce shifts

How purchase paths compress

We track the movement from browsing to delegated discovery, where recommendations, comparison, and purchase decisions increasingly happen inside a single answer.

Operator response

What a marketer should do

We turn the research into practical work: entity clarity, source authority, creative proof, stronger pages, cleaner product data, and evidence a machine can trust.

Publications

Latest paper

Turn the research into work.

Signyl can check how your brand appears in answer systems, identify missing proof, and turn the findings into content, pages, creative, and approval-ready actions.

Request access