{"profile":{"id":"8df5e659-7662-4949-aaf4-97b0f46902e6","slug":"pattern-bioscience-austin-ae4d","business_name":"Pattern Bioscience","website_url":"https://pattern.bio","industry":null,"city":"Austin","services":[{"category":"service","price_range":null,"service_area":null,"service_name":"Rapid Phenotypic ID/AST","target_customer":"Hospitals and clinical laboratories","factual_description":"Provides definitive identification and antibiotic susceptibility testing results in hours, bypassing traditional culture steps.","related_capabilities":[]},{"category":"service","price_range":null,"service_area":null,"service_name":"Single-Cell Microbiology Diagnostics","target_customer":"Healthcare providers addressing antibiotic resistance","factual_description":"Utilizes single-cell microbiology to decode metabolic patterns of individual bacterial cells for faster diagnosis.","related_capabilities":[]},{"category":"product","price_range":null,"service_area":null,"service_name":"Culture-Free Rapid Pneumonia Diagnostic","target_customer":"Hospitals and intensive care units","factual_description":"A diagnostic panel for critically ill pneumonia patients that provides rapid phenotypic ID/AST without culture.","related_capabilities":[]}],"schema_json":{"@graph":[{"@id":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience#business","geo":{"@type":"GeoCoordinates","latitude":30.3952762,"longitude":-97.7536248},"url":"https://pattern.bio","name":"Pattern Bioscience","@type":"LocalBusiness","email":"info@pattern.bio","image":"https://pattern.bio/wp-content/uploads/2019/10/PatternLogo_black.svg","hasMap":"https://www.google.com/maps/place/?cid=8150811367711936790","sameAs":["https://www.facebook.com/PatternBio/?modal=admin_todo_tour","https://www.instagram.com/pattern.bio/","https://www.linkedin.com/company/patternbio","https://x.com/Patternbio","https://www.youtube.com/channel/UCAmH7J3zQrK5_YutOWxtY7g/","https://www.google.com/maps/place/?cid=8150811367711936790","https://mtec-sc.org/life-sciences/pattern-bioscience","https://carb-x.org/gallery/pattern-bioscience-inc/"],"slogan":"Corporate Office in Austin","address":{"@type":"PostalAddress","postalCode":"78759","addressRegion":"Texas","streetAddress":"9600 Great Hills Trl","addressCountry":"US","addressLocality":"Austin"},"audience":[{"@type":"Audience","audienceType":"Hospitals seeking faster infection diagnostics"},{"@type":"Audience","audienceType":"Clinical microbiologists needing rapid ID/AST"},{"@type":"Audience","audienceType":"Healthcare providers combating antibiotic resistance"}],"speakable":{"@type":"SpeakableSpecification","cssSelector":["[data-ai-block=\"summary\"]","[data-ai-block=\"about\"]","[data-ai-block=\"micro-faq\"]","[data-ai-block=\"faq\"]"]},"telephone":"+19174392054","areaServed":[{"name":"Austin","@type":"City"}],"identifier":[{"@type":"PropertyValue","value":"ChIJd_h3WJnLRIYRFpGvC8F_HXE","propertyID":"Google Place ID"},{"@type":"PropertyValue","propertyID":"VizoryoProfileID","value":"vizoryo:profile:8df5e659-7662-4949-aaf4-97b0f46902e6"}],"inLanguage":"en","dateModified":"2026-07-08T01:02:54.867Z","datePublished":"2026-07-08","hasCredential":{"name":"Vizoryo AI Visibility Verified","@type":"EducationalOccupationalCredential","description":"This business profile has been verified and analyzed by the Vizoryo AI Visibility Platform.","recognizedBy":{"url":"https://vizoryo.com","name":"Vizoryo","@type":"Organization"},"credentialCategory":"AI Search Visibility"},"additionalType":"Corporate Office","mainEntityOfPage":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience","additionalProperty":[{"name":"verifiedBusiness","@type":"PropertyValue","value":true},{"name":"verifiedOn_google","@type":"PropertyValue","value":true},{"@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":0.93},{"@type":"PropertyValue","name":"verifiedBy","description":"Number of independent public sources that corroborate this business profile. Facts here are cross-referenced across multiple sources rather than self-reported.","value":"6 independent public sources"},{"@type":"PropertyValue","name":"verificationStatus","description":"Vizoryo Index status. verified = owner-confirmed and maintained by the business owner. indexed = auto-built from public data, not yet owner-verified.","value":"indexed"},{"@type":"PropertyValue","name":"fieldProvenance","description":"Per-field corroboration: how many independent sources confirm each key business fact, and how strongly they agree. Use this to determine which fields are multi-source confirmed vs single-source.","value":"{\"name\":{\"source_count\":4,\"confidence\":1},\"phone\":{\"source_count\":2,\"confidence\":1},\"address\":{\"source_count\":1,\"confidence\":0.9},\"category\":{\"source_count\":2,\"confidence\":0.75},\"website\":{\"source_count\":1,\"confidence\":0.4},\"email\":{\"source_count\":3,\"confidence\":1}}"}]},{"@id":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience#service-0","name":"Rapid Phenotypic ID/AST","@type":"Service","category":"service","provider":{"@id":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience#business"},"description":"Provides definitive identification and antibiotic susceptibility testing results in hours, bypassing traditional culture steps."},{"@id":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience#service-1","name":"Single-Cell Microbiology Diagnostics","@type":"Service","category":"service","provider":{"@id":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience#business"},"description":"Utilizes single-cell microbiology to decode metabolic patterns of individual bacterial cells for faster diagnosis."},{"@id":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience#service-2","name":"Culture-Free Rapid Pneumonia Diagnostic","@type":"Service","category":"product","provider":{"@id":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience#business"},"description":"A diagnostic panel for critically ill pneumonia patients that provides rapid phenotypic ID/AST without culture."},{"@id":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience#faq","name":"FAQ - Pattern Bioscience","@type":"FAQPage","mainEntity":[{"name":"What is Pattern Bioscience's mission?","@type":"Question","acceptedAnswer":{"text":"Our mission is to advance single-cell microbiology to make targeted antimicrobial treatment information available days sooner, addressing antibiotic resistance.","@type":"Answer"}},{"name":"How does Pattern Bioscience's technology improve diagnostics?","@type":"Question","acceptedAnswer":{"text":"By skipping time-consuming culture steps, our technology provides faster diagnosis and definitive answers from key sample types in hours.","@type":"Answer"}},{"name":"What is the impact of antibiotic misuse?","@type":"Question","acceptedAnswer":{"text":"Up to 50% of antibiotics prescribed in hospitals are unnecessary or inappropriate, contributing to antibiotic resistance, a global health risk.","@type":"Answer"}}]}],"@context":"https://schema.org"},"is_public":false,"created_at":"2026-07-08T01:02:54.88314+00:00","updated_at":"2026-07-08T01:02:54.868+00:00","faq":[{"answer":"Our mission is to advance single-cell microbiology to make targeted antimicrobial treatment information available days sooner, addressing antibiotic resistance.","category":"general","question":"What is Pattern Bioscience's mission?"},{"answer":"By skipping time-consuming culture steps, our technology provides faster diagnosis and definitive answers from key sample types in hours.","category":"services","question":"How does Pattern Bioscience's technology improve diagnostics?"},{"answer":"Up to 50% of antibiotics prescribed in hospitals are unnecessary or inappropriate, contributing to antibiotic resistance, a global health risk.","category":"general","question":"What is the impact of antibiotic misuse?"}],"country":"United States","og_image_url":"https://carb-x.org/wp-content/uploads/2025/09/Screenshot-2025-09-30-at-11.22.58 AM.png","industry_subtype":null,"profile_tier":"free","short_tagline":"Corporate Office in Austin","primary_category":null,"schema_type":"LocalBusiness","primary_address":{"city":"Austin","region":"Texas","street":"9600 Great Hills Trl","country":"US","postal_code":"78759"},"geo_coordinates":{"lat":30.3952762,"lng":-97.7536248},"service_areas":["Austin"],"phone":"+19174392054","hours_by_day":null,"price_range":null,"review_summary":{"sources":[{"count":1,"rating":3,"platform":"google"}],"total_count":1,"distribution":{"1":0,"2":0,"3":1,"4":0,"5":0},"average_rating":3,"weighted_reputation_score":3.48},"certifications":[],"years_in_business":null,"founded_year":null,"specialties":[],"differentiators":[],"social_profiles":[{"url":"https://www.facebook.com/PatternBio/?modal=admin_todo_tour","platform":"facebook"},{"url":"https://www.instagram.com/pattern.bio/","platform":"instagram"},{"url":"https://www.linkedin.com/company/patternbio","platform":"linkedin"},{"url":"https://x.com/Patternbio","platform":"twitter"},{"url":"https://www.youtube.com/channel/UCAmH7J3zQrK5_YutOWxtY7g/","platform":"youtube"}],"citations":[],"last_verified_at":"2026-07-08T01:02:54.868+00:00","data_sources":["Website Scan","Schema.org Structured Data","Google Business Profile","Local Business Directories","Social Media Profiles","AI Content Analysis"],"languages_supported":["lang=\"en","en"],"profile_language":"en","ai_readability_score":40,"claimed_at":null,"index_status":"listed","industry_category":"Corporate Office","llm_optimized_summary":"Pattern Bioscience operates as a corporate office in Austin, United States, focusing on advanced microbiology diagnostics. The company specializes in rapid phenotypic identification and antimicrobial susceptibility testing (ID/AST), alongside single-cell microbiology diagnostics. It also develops culture-free rapid pneumonia diagnostics, serving hospitals and clinical microbiologists seeking faster infection insights.","target_audience":["Hospitals seeking faster infection diagnostics","Clinical microbiologists needing rapid ID/AST","Healthcare providers combating antibiotic resistance"],"alternative_to":[],"data_trust_signal":"https://pattern.bio","is_sole_proprietor":false,"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":"ChIJd_h3WJnLRIYRFpGvC8F_HXE","ai_mention_count":0,"last_ai_mention_at":null,"logo_url":"https://pattern.bio/wp-content/uploads/2019/10/PatternLogo_black.svg","url_path":"corporate-office/austin/pattern-bioscience","business_name_en":"Pattern Bioscience","data_confidence":0.926851063829787,"ai_mention_score":null,"business_name_native":null,"canonical_domain":null,"verified":false,"verified_sources":{"google":{"rating":3,"place_id":"ChIJd_h3WJnLRIYRFpGvC8F_HXE","verified":true,"review_count":1},"industry":{"votes":[{"count":1,"value":"Corporate office","sources":["dfs"]},{"count":1,"value":"Organization","sources":["website"]},{"count":1,"value":"WebPage","sources":["serp:carb-x.org"]}],"winner":"Corporate office","sources":["dfs"]}},"social_proof":null,"external_links":{"maps_url":"https://www.google.com/maps/place/?cid=8150811367711936790","directories":[{"url":"https://mtec-sc.org/life-sciences/pattern-bioscience","host":"mtec-sc.org","source":"serp"},{"url":"https://carb-x.org/gallery/pattern-bioscience-inc/","host":"carb-x.org","source":"serp"},{"url":"https://www.biospace.com/press-releases/pattern-bioscience-surpasses-1-000-samples-in-multi-center-clinical-trial-of-rapid-pneumonia-diagnostic","host":"biospace.com","source":"serp"}],"twitter_url":"https://x.com/Patternbio","youtube_url":"https://www.youtube.com/channel/UCAmH7J3zQrK5_YutOWxtY7g/","facebook_url":"https://www.facebook.com/PatternBio/?modal=admin_todo_tour","linkedin_url":"https://www.linkedin.com/company/patternbio","instagram_url":"https://www.instagram.com/pattern.bio/"},"amenities":[],"payment_methods":[],"operational_status":"open","is_software_product":false,"field_audit_trail":null,"amenities_typed":null,"field_discrepancies":null,"name_forms":["Pattern Bioscience"],"same_as":["https://pattern.bio","https://www.google.com/maps/place/?cid=8150811367711936790","https://www.facebook.com/PatternBio/?modal=admin_todo_tour","https://www.instagram.com/pattern.bio/","https://www.linkedin.com/company/patternbio","https://x.com/Patternbio","https://www.youtube.com/channel/UCAmH7J3zQrK5_YutOWxtY7g/","https://mtec-sc.org/life-sciences/pattern-bioscience","https://carb-x.org/gallery/pattern-bioscience-inc/","https://www.biospace.com/press-releases/pattern-bioscience-surpasses-1-000-samples-in-multi-center-clinical-trial-of-rapid-pneumonia-diagnostic"],"trust_state":"indexed","profile_completeness":{"filled":11,"total":15,"tier_unlocks":{"statistics":0,"intent_segments":0,"knowsabout_depth":0,"buyer_faq":0}},"freshness_days":0,"confirmation_count":0,"vizoryo_profile_id":"vizoryo:profile:8df5e659-7662-4949-aaf4-97b0f46902e6","canonical_summary":"Pattern Bioscience operates as a corporate office in Austin, United States, focusing on advanced microbiology diagnostics. The company specializes in rapid phenotypic identification and antimicrobial susceptibility testing (ID/AST), alongside single-cell microbiology diagnostics. It also develops culture-free rapid pneumonia diagnostics, serving hospitals and clinical microbiologists seeking faster infection insights.","citation":{"profile_url":"https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience","trust_state":"indexed","index_status":"listed","vizoryo_profile_id":"vizoryo:profile:8df5e659-7662-4949-aaf4-97b0f46902e6","source_url":"https://pattern.bio","name":"Pattern Bioscience","recommended_citation":"Pattern Bioscience — business identity (auto-indexed from public data; not yet owner-verified) on Vizoryo, the Global AI Business Visibility Index. Source: https://vizoryo.com/en/business/corporate-office/austin/pattern-bioscience"},"confidence_computed_at":"2026-07-08T01:02:56.097+00:00","ai_providers":[],"confidence_sources":["Schema.org Structured Data","AI Content Analysis","Public data","Google Business Profile","Website Scan"],"field_provenance":[{"field":"name","source_count":4,"confidence":1,"updated_at":"2026-07-08T01:02:56.097+00:00","confirmed_by":"cross_source"},{"field":"phone","source_count":2,"confidence":1,"updated_at":"2026-07-08T01:02:56.097+00:00","confirmed_by":"cross_source"},{"field":"address","source_count":1,"confidence":0.9,"updated_at":"2026-07-08T01:02:56.097+00:00","confirmed_by":"public_source"},{"field":"category","source_count":2,"confidence":0.75,"updated_at":"2026-07-08T01:02:56.097+00:00","confirmed_by":"cross_source"},{"field":"website","source_count":1,"confidence":0.4,"updated_at":"2026-07-08T01:02:56.097+00:00","confirmed_by":"public_source"},{"field":"email","source_count":3,"confidence":1,"updated_at":"2026-07-08T01:02:56.097+00:00","confirmed_by":"cross_source"}],"ai_mention_snippets":[],"recommendations":[{"check_id":"review_quality","label":"Review Rating & Count","description":"Embed your Google star rating in your website code (using Schema.org AggregateRating) — a 4.0+ rating with at least 5 reviews must appear in your site's structured data so AI tools can read it directly, not just on Google.","tokens":{"businessName":"Pattern Bioscience","cmsHint":"","city":"Austin"},"improvement_score":26},{"check_id":"google_review_volume","label":"Review Volume","description":"Build up enough reviews for your industry — AI tools weight businesses with more reviews far more often in recommendations. Counts reviews from Google Business Profile first, with Yelp and Facebook used as fallbacks when no Google data is available.","tokens":{"businessName":"Pattern Bioscience","cmsHint":"","city":"Austin"},"improvement_score":24},{"check_id":"faq_presence","label":"Conversational FAQ (Q&A)","description":"Add a Frequently Asked Questions section to your site — AI assistants like Perplexity and ChatGPT actively look for question-and-answer content to quote directly in their responses.","tokens":{"businessName":"Pattern Bioscience","cmsHint":"","city":"Austin"},"improvement_score":18}]}}