Inventory sweep

Marketplace APIs and curated retailer feeds pipe in promising items with pricing, imagery, and metadata.

Signal scoring

We weigh release timing, review velocity, price movement, and gifting fit to rank every product candidate.

Editorial pass

Editors fact-check availability, write blurbs, and assemble 12–18-item lineups ready for syndication.

Duplication control

IDs, URLs, and titles are normalized so repeats never sneak into a guide.

Price monitoring

We refresh price data daily and surface shifts that change the recommendation.

Compliance ready

Affiliate rel attributes, sponsored disclosures, and JSON-LD ship in every build.