How confidently AI can identify, understand, and describe this business based on currently available public information.
AI has limited reliable information available to identify, understand, and describe this business accurately.
Ground Truth Verification could strengthen AI confidence by adding independently confirmed facts, professional 360º imagery, and structured business information.
Website, phone, email, reviews, and public profile presence
Structured details, categories, hours, and machine-readable business information
Independently confirmed on-site features, entrance details, payment options, and other physical-world facts.
A review of publicly discoverable information that helps customers, search engines, and AI systems identify and understand this business.
Official Website: Public presence centers on LOT Roasters as a specialty coffee roastery and café in Barcelona; the site confirms their Bailèn 43 address and coffee/chocolate craft but shows limited details about a formal table-reservation flow.
Business Identity & Location: Address corroborated by secondary sources: Bailèn 43, Barcelona. Primary site lists the address; third-party listings reference the same location.
Services: Specialty coffee, chocolate (bean-to-bar), in-house roasting, café space for tasting. Address: Bailèn 43, Barcelona.
Menu / Offerings Discoverability: Status: not_found. Freshness signal: uncertain. Machine readability: weak. Public offerings source: Not confirmed
Booking / Contact Information: No public table-reservation route was confirmed on the official site.
Opening Information: Opening hours appear in public third-party listings: Monday–Friday 9:00–18:00; Saturday–Sunday 10:00–17:00. Validate with the venue for current hours.
Pricing Information: Pricing information not exposed on the official site; no explicit menu prices found.
Owned Social Presence: No exact owned social profile was confirmed in this discovery.
Google Business Profile: Not Checked
Apple Maps: Not Checked
Yelp: Not Checked
Ground Truth Status: Awaiting Verification. Public information has not yet been independently checked against current real-world conditions by GTV.
AI Web Discovery reflects publicly discoverable digital evidence. Ground Truth Verification is a separate evidence layer that independently confirms applicable real-world business conditions.
Publish or maintain one clearly identifiable first-party page describing the core offering categories supported by the current evidence: specialty coffee, in-house roasting, bean-to-bar chocolate, and the café tasting space. Where relevant to the real operation, the page can also state whether takeaway, ordering, or other service formats are available; these should only be included if confirmed by the business. A single readable source would make the offering easier for consumers and AI systems to interpret without presenting unconfirmed menu details as facts.
Review the official website and relevant public listings against the venue’s current real-world conditions, especially the Bailèn 43 address and the opening hours currently shown by third-party sources. Update the authoritative information when needed and include a clear indication of the applicable location and operating schedule. This is a stewardship action based on the evidence available; it does not assume that the listed hours are wrong or that any conflict exists.
Complete Ground Truth Verification so that independently checked, current, machine-readable evidence can be created for the business facts that are actually confirmed, such as identity, location, operating status, and other supplied facts within the verification scope. This strengthens the evidence available to AI systems when they interpret the business and can support more accurate, confident answers and recommendations. In the deterministic model, the displayed Potential Score of 68/100 and Modeled Verification Boost of +11 come only from Ground Truth Confidence increasing from 4/15 to 15/15 on the same existing digital footprint. Verification does not by itself change rankings, SEO, listings, website quality, booking visibility, pricing, freshness, or any other digital factor, and it does not guarantee that an AI system will include, cite, rank, or recommend the business.
The clearest opportunity is to make the existing business identity easier to interpret from authoritative sources: maintain a single, clearly identifiable first-party offerings page, keep location and operating information current, and complete Ground Truth Verification for the facts that are actually confirmed. This would improve the quality and usability of the evidence available to AI systems, while the modeled score increase itself comes only from raising Ground Truth Confidence from 4/15 to 15/15.
GTV adds a trusted layer of independently verified physical-world facts that AI can rely on.
This report evaluates how clearly available public information can be understood by customers, search engines, and AI systems. Public listing information is not treated as independently verified unless it has been confirmed through a Ground Truth Verified on-site verification.
