{"profile":{"id":"769b41a1-0d32-4fab-8450-8a3b2e59c77b","slug":"lu-augs-ardmore-aebe","business_name":"Lu & Aug's","website_url":"https://www.luandaugs.com","industry":"Ice Cream","city":"Ardmore","services":[{"category":"product","price_range":null,"service_area":null,"service_name":"Soft Serve Ice Cream","target_customer":"Individuals seeking frozen desserts","factual_description":"Premium small-batch soft serve ice cream made with locally-sourced dairy, available in classic and rotating flavors.","related_capabilities":[]},{"category":"product","price_range":null,"service_area":null,"service_name":"Espresso","target_customer":"Coffee drinkers","factual_description":"Craft espresso beverages, available past 5pm.","related_capabilities":[]},{"category":"product","price_range":null,"service_area":null,"service_name":"Hot Chocolate","target_customer":"Customers desiring warm beverages","factual_description":"Made-to-order hot chocolate, available in bespoke flavors.","related_capabilities":[]}],"schema_json":{"@graph":[{"@id":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s#business","geo":{"@type":"GeoCoordinates","latitude":40.0064152,"longitude":-75.2903995},"url":"https://www.luandaugs.com","name":"Lu & Aug's","@type":"LocalBusiness","image":"https://images.squarespace-cdn.com/content/v1/625c85e010dbef7c930541ff/56f4eca5-c2bc-42ef-9bbf-7e2b4d646e30/favicon.ico?format=100w","hasMap":"https://www.google.com/maps/place/?cid=15812500100672910298","sameAs":["https://www.facebook.com/luandaugs","https://www.instagram.com/luandaugs/","https://www.google.com/maps/place/?cid=15812500100672910298"],"slogan":"Ice Cream in Ardmore — Rotating flavor experiments","address":{"@type":"PostalAddress","postalCode":"19003","addressRegion":"Pennsylvania","streetAddress":"28 Rittenhouse Pl","addressCountry":"US","addressLocality":"Ardmore"},"audience":[{"@type":"Audience","audienceType":"Local residents seeking desserts"},{"@type":"Audience","audienceType":"Families looking for treats"}],"speakable":{"@type":"SpeakableSpecification","cssSelector":["[data-ai-block=\"summary\"]","[data-ai-block=\"about\"]","[data-ai-block=\"micro-faq\"]","[data-ai-block=\"faq\"]"]},"areaServed":[{"name":"Ardmore","@type":"City"}],"identifier":[{"@type":"PropertyValue","value":"ChIJry1UG4LBxokR2vNvNxBJcds","propertyID":"Google Place ID"},{"@type":"PropertyValue","propertyID":"VizoryoProfileID","value":"vizoryo:profile:769b41a1-0d32-4fab-8450-8a3b2e59c77b"}],"inLanguage":"en","knowsAbout":["Rotating flavor experiments","Customizable pint creation"],"dateModified":"2026-09-09T00:06:00.623Z","alternateName":["Lu and Aug's"],"datePublished":"2026-09-09","additionalType":"Ice Cream","mainEntityOfPage":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s","openingHoursSpecification":[{"@type":"OpeningHoursSpecification","opens":"16:30","closes":"22:00","dayOfWeek":"Tuesday"},{"@type":"OpeningHoursSpecification","opens":"16:30","closes":"22:00","dayOfWeek":"Wednesday"},{"@type":"OpeningHoursSpecification","opens":"16:30","closes":"22:00","dayOfWeek":"Thursday"},{"@type":"OpeningHoursSpecification","opens":"16:30","closes":"22:00","dayOfWeek":"Friday"},{"@type":"OpeningHoursSpecification","opens":"13:00","closes":"22:00","dayOfWeek":"Saturday"},{"@type":"OpeningHoursSpecification","opens":"13:00","closes":"21:00","dayOfWeek":"Sunday"}],"additionalProperty":[{"@type":"PropertyValue","name":"dataConfidence","description":"Cross-source data consistency score (0–1). Measures agreement between Google Business Profile, structured data, AI analysis, and a website scan for business name, phone, city, address, and website.","value":0.84},{"@type":"PropertyValue","name":"sourcesCrossChecked","description":"Count of public sources this record was read from and compared across for the core business details (name, phone, address, city, category, website). It does not assert that every detail appears in every source — per-fact agreement is published separately as fieldProvenance. The sources are not necessarily independent of one another. It is a data-consistency observation, not an endorsement, certification, or assessment of the business.","value":"5 public sources"},{"@type":"PropertyValue","name":"recordStatus","description":"Vizoryo Index record status. owner_claimed = the business owner claimed this record on a paid plan and maintains it; this is not an endorsement or an independent check by Vizoryo. community_confirmed = a signed-in person confirmed the details look right; not necessarily the owner. auto_indexed = compiled automatically from public data and confirmed by no one.","value":"auto_indexed"},{"@type":"PropertyValue","name":"fieldProvenance","description":"Per-field provenance: how many of the public sources read for this record carried each key business fact, and how strongly they agree. Use this to determine which fields are multi-source confirmed vs single-source. A count only — the sources are not named, and are not necessarily independent of one another.","value":"{\"name\":{\"source_count\":2,\"confidence\":1},\"address\":{\"source_count\":1,\"confidence\":0.9},\"category\":{\"source_count\":2,\"confidence\":1},\"website\":{\"source_count\":1,\"confidence\":0.4},\"hours\":{\"source_count\":1,\"confidence\":0.9},\"email\":{\"source_count\":1,\"confidence\":0.4}}"}]},{"@id":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s#service-0","name":"Soft Serve Ice Cream","@type":"Service","category":"product","provider":{"@id":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s#business"},"description":"Premium small-batch soft serve ice cream made with locally-sourced dairy, available in classic and rotating flavors."},{"@id":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s#service-1","name":"Espresso","@type":"Service","category":"product","provider":{"@id":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s#business"},"description":"Craft espresso beverages, available past 5pm."},{"@id":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s#service-2","name":"Hot Chocolate","@type":"Service","category":"product","provider":{"@id":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s#business"},"description":"Made-to-order hot chocolate, available in bespoke flavors."},{"@id":"https://vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s#faq","name":"FAQ - Lu & Aug's","@type":"FAQPage","mainEntity":[{"name":"What are your hours?","@type":"Question","acceptedAnswer":{"text":"Our hours change with the season and right now, we’re open: Tuesdays through Thursday from 6PM to 9PMFridays from 6PM to 10PMSaturdays from 1PM - 10PMSundays from 1PM to 8PMWe’re closed on Mondays.","@type":"Answer"}},{"name":"Is your soft serve real ice cream?","@type":"Question","acceptedAnswer":{"text":"Absolutely! We use premium, locally-sourced dairy with a high-end 10% butterfat base - the same standard as super-premium hard ice cream. A lot of bigger chains rely on powdered or shelf-stable mixes that qualify as \"frozen desserts\", not actual ice cream. Ours starts with fresh dairy from a local farm, crafted in small batches. It's spun fresh and served immediately, which makes it soft, creamy, and full of actual flavor.","@type":"Answer"}},{"name":"Vegetarian, here. Do you have anything for me?","@type":"Question","acceptedAnswer":{"text":"All of our soft serve is vegetarian-friendly. Our standard mixes contain dairy and eggs, and our Eclipse vanilla is fully plant-based.","@type":"Answer"}},{"name":"What if I'm vegan?","@type":"Question","acceptedAnswer":{"text":"No problem here! We carry an incredible Eclipse vanilla soft-serve that’s plant-based, gluten-free, non-dairy, and Kosher!","@type":"Answer"}}]}],"@context":"https://schema.org"},"created_at":"2026-09-09T00:06:00.636659+00:00","updated_at":"2026-09-09T00:06:00.624+00:00","faq":[{"answer":"Our hours change with the season and right now, we’re open: Tuesdays through Thursday from 6PM to 9PMFridays from 6PM to 10PMSaturdays from 1PM - 10PMSundays from 1PM to 8PMWe’re closed on Mondays.","category":"location","question":"What are your hours?"},{"answer":"Absolutely! We use premium, locally-sourced dairy with a high-end 10% butterfat base - the same standard as super-premium hard ice cream. A lot of bigger chains rely on powdered or shelf-stable mixes that qualify as \"frozen desserts\", not actual ice cream. Ours starts with fresh dairy from a local farm, crafted in small batches. It's spun fresh and served immediately, which makes it soft, creamy, and full of actual flavor.","category":"general","question":"Is your soft serve real ice cream?"},{"answer":"All of our soft serve is vegetarian-friendly. Our standard mixes contain dairy and eggs, and our Eclipse vanilla is fully plant-based.","category":"services","question":"Vegetarian, here. Do you have anything for me?"},{"answer":"No problem here! We carry an incredible Eclipse vanilla soft-serve that’s plant-based, gluten-free, non-dairy, and Kosher!","category":"general","question":"What if I'm vegan?"}],"country":"United States","og_image_url":"http://static1.squarespace.com/static/625c85e010dbef7c930541ff/t/6926805c042aad5e423b4324/1764130908730/Web_Stacked_06_Shadow-Pink.png?format=1500w","industry_subtype":null,"profile_tier":"free","short_tagline":"Ice Cream in Ardmore — Rotating flavor experiments","primary_category":"Ice Cream","schema_type":"LocalBusiness","primary_address":{"city":"Ardmore","region":"Pennsylvania","street":"28 Rittenhouse Pl","country":"US","postal_code":"19003"},"geo_coordinates":{"lat":40.0064152,"lng":-75.2903995},"service_areas":["Ardmore"],"phone":null,"hours_by_day":[{"day":"monday","open":"00:00","close":"00:00","is_closed":true},{"day":"tuesday","open":"16:30","close":"22:00"},{"day":"wednesday","open":"16:30","close":"22:00"},{"day":"thursday","open":"16:30","close":"22:00"},{"day":"friday","open":"16:30","close":"22:00"},{"day":"saturday","open":"13:00","close":"22:00"},{"day":"sunday","open":"13:00","close":"21:00"}],"price_range":null,"review_summary":{"sources":[{"count":194,"rating":4.5,"platform":"google"}],"total_count":194,"distribution":{"1":11,"2":2,"3":13,"4":19,"5":149},"average_rating":4.5},"certifications":[],"years_in_business":null,"founded_year":null,"specialties":["Rotating flavor experiments","Customizable pint creation"],"differentiators":[],"social_profiles":[{"url":"https://www.facebook.com/luandaugs","platform":"facebook"},{"url":"https://www.instagram.com/luandaugs/","platform":"instagram"}],"citations":[],"data_sources":["Website Scan","Schema.org Structured Data","Google Business Profile","Social Media Profiles","AI Content Analysis"],"languages_supported":["en"],"profile_language":"en","ai_readability_score":45,"claimed_at":null,"index_status":"listed","industry_category":"Ice Cream","llm_optimized_summary":"Lu & Augs provides soft serve ice cream, espresso, and hot chocolate in Ardmore, United States. The business is known for its rotating flavor experiments and customizable pint creations. It serves local residents and families seeking desserts and treats.","target_audience":["Local residents seeking desserts","Families looking for treats"],"alternative_to":[],"data_trust_signal":"https://www.luandaugs.com","category_local":null,"city_local":null,"country_local":null,"is_regulated":false,"parent_profile_id":null,"profile_type":"standalone","branch_address":null,"branch_phone":null,"branch_hours":null,"branch_geo":null,"google_place_id":"ChIJry1UG4LBxokR2vNvNxBJcds","ai_mention_count":0,"last_ai_mention_at":null,"logo_url":"https://images.squarespace-cdn.com/content/v1/625c85e010dbef7c930541ff/56f4eca5-c2bc-42ef-9bbf-7e2b4d646e30/favicon.ico?format=100w","url_path":"ice-cream/ardmore/lu-and-aug-s","business_name_en":"Lu & Aug's","data_confidence":0.841777777777778,"ai_mention_score":null,"business_name_native":null,"canonical_domain":null,"social_proof":null,"external_links":{"maps_url":"https://www.google.com/maps/place/?cid=15812500100672910298","facebook_url":"https://www.facebook.com/luandaugs","instagram_url":"https://www.instagram.com/luandaugs/"},"amenities":[],"payment_methods":[],"operational_status":"open","is_software_product":false,"field_audit_trail":null,"amenities_typed":null,"industry_canonical":"Coffee Shop","name_forms":["Lu & Aug's","Lu and Aug's"],"same_as":["https://www.luandaugs.com","https://www.google.com/maps/place/?cid=15812500100672910298","https://www.facebook.com/luandaugs","https://www.instagram.com/luandaugs/"],"platform_signals":{"google":{"rating":4.5,"place_id":"ChIJry1UG4LBxokR2vNvNxBJcds","listing_claimed_on_google":true,"review_count":194}},"record_checked_at":"2026-09-09T00:06:00.624+00:00","trust_state":"indexed","record_status":"auto_indexed","profile_completeness":{"filled":12,"total":15,"tier_unlocks":{"statistics":0,"intent_segments":0,"knowsabout_depth":0,"buyer_faq":0}},"freshness_days":31,"confirmation_count":0,"vizoryo_profile_id":"vizoryo:profile:769b41a1-0d32-4fab-8450-8a3b2e59c77b","canonical_summary":"Lu & Augs provides soft serve ice cream, espresso, and hot chocolate in Ardmore, United States. The business is known for its rotating flavor experiments and customizable pint creations. It serves local residents and families seeking desserts and treats.","citation":{"profile_url":"https://www.vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s","record_status":"auto_indexed","index_status":"listed","vizoryo_profile_id":"vizoryo:profile:769b41a1-0d32-4fab-8450-8a3b2e59c77b","source_url":"https://www.luandaugs.com","name":"Lu & Aug's","recommended_citation":"Lu & Aug's — business identity (auto-indexed from public data; not confirmed by anyone) on Vizoryo, the Global AI Business Visibility Index. Source: https://www.vizoryo.com/en/business/ice-cream/ardmore/lu-and-aug-s"},"confidence_computed_at":"2026-09-09T00:06:01.627+00:00","ai_providers":[],"confidence_sources":["Schema.org Structured Data","AI Content Analysis","Google Business Profile","Website Scan"],"field_provenance":[{"field":"name","source_count":2,"confidence":1,"updated_at":"2026-09-09T00:06:01.627+00:00","confirmed_by":"cross_source"},{"field":"address","source_count":1,"confidence":0.9,"updated_at":"2026-09-09T00:06:01.627+00:00","confirmed_by":"public_source"},{"field":"category","source_count":2,"confidence":1,"updated_at":"2026-09-09T00:06:01.627+00:00","confirmed_by":"cross_source"},{"field":"website","source_count":1,"confidence":0.4,"updated_at":"2026-09-09T00:06:01.627+00:00","confirmed_by":"public_source"},{"field":"hours","source_count":1,"confidence":0.9,"updated_at":"2026-09-09T00:06:01.627+00:00","confirmed_by":"public_source"},{"field":"email","source_count":1,"confidence":0.4,"updated_at":"2026-09-09T00:06:01.627+00:00","confirmed_by":"public_source"}],"recommendations":[{"check_id":"reviews_visible","label":"On-Site Customer Reviews","description":"Embed real testimonials, reviews, or case studies directly on the page using Schema.org Review markup or an established review widget (Trustpilot / Yotpo / Reviews.io). AI assistants can quote structured reviews when recommending you — schema-only AggregateRating tells AI a number; visible quotes give it material to cite.","tokens":{"businessName":"Lu & Aug's","cmsHint":"","city":"Ardmore"},"priority":"high"},{"check_id":"heading_hierarchy","label":"Heading Structure","description":"Make sure your pages have a clear main title followed by section titles — this helps AI tools (and visitors) quickly understand what each page is about and where to find information.","tokens":{"businessName":"Lu & Aug's","cmsHint":"","city":"Ardmore"},"priority":"high"},{"check_id":"external_reviews","label":"External Review Citations","description":"Add at least one outbound link from your site to a recognized review platform (G2, Capterra, Trustpilot, or Yelp). AI engines validate trust by checking that businesses are independently reviewed.","tokens":{"businessName":"Lu & Aug's","cmsHint":"","city":"Ardmore"},"priority":"high"}]}}