Built for direct-to-consumer brands, specialist retailers, ecommerce software teams, and product marketers with a public storefront and defined product category.
Expose complete product and brand facts
Product images and persuasive copy do not always explain materials, specifications, compatibility, variants, origin, care, availability, or the organization behind the brand. Missing facts make accurate comparison difficult.
The audit reviews public HTML, metadata, canonical pages, structured data, About content, and policy links.
- ✓Specific product definitions and specifications
- ✓Consistent brand and manufacturer identity
- ✓Stable canonical product and category pages
- ✓Visible price and availability context where applicable
- ✓Machine-readable facts supported by visible content
Make trust and policy evidence easy to retrieve
Return, shipping, warranty, sourcing, certification, sustainability, and review claims influence purchase decisions. MentionLens checks whether these statements are specific, current, attributable, and reachable without hidden UI states.
The audit does not treat anonymous reviews or generic badges as independent verification by default.
- ✓Direct shipping and return answers
- ✓Warranty and compatibility details
- ✓Source-linked certification or testing claims
- ✓Dated methodology for performance claims
- ✓Clear customer-service and company information
Prioritize content that supports comparison
The report identifies seven practical improvements across entity clarity, answer coverage, evidence, authority, freshness, and machine readiness. Supplied competitors are compared only through their public homepages.
The service is a readiness audit, not a promise of shopping rankings, recommendations, traffic, or revenue.
- ✓Seven evidence dimensions
- ✓High-intent buyer question gaps
- ✓Competitor public-evidence comparison
- ✓Impact and effort ranking
- ✓Instant printable report
Before you order
Does MentionLens crawl an entire product catalog?
No. It performs a compact point-in-time audit of the submitted public site and selected public evidence, not a full catalog feed audit.
Does it guarantee placement in AI shopping results?
No. Results vary by platform, product feed, market, prompt, language, and time. No inclusion, traffic, or sales outcome is guaranteed.
Can I submit a password-protected storefront?
No. The inspected website must be publicly accessible without credentials.