Vertical solutions

AEO for Marketplaces: Disambiguate at scale and win comparisons

Keep products, sellers, and reviews clean so engines cite you for “best of” and product queries.

Use cases

From ingestion to AEO outcomes

Entity management and schema automation for sprawling catalogs.

Catalog entity modeling

Normalize brands, variants, and attribute names.

  • Entity templates
  • Conflict resolution

Structured comparisons

Generate extractable matrices answer engines prefer.

  • Comparison tables
  • FAQ clusters

Review aggregation

Curate reputable signals with provenance.

  • Review sources
  • Sentiment tags