ApplianceIQ is built around verified catalog and offer data. Product and fit guidance can help shoppers shortlist models now, while prices, retailer links, review signals, and confidence-style metrics stay hidden until the supporting source data is eligible.

Affiliate links, sponsored placements, lead-generation, and future retailer integrations may support the platform, but they do not change the rule that public offer claims must pass source review and display eligibility first.