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
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.
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.
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.
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.
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