{"podcast":{"title":"AI with Shaily","slug":"ai-with-shaily-7095384","podcast_index_feed_id":7095384,"rss_url":"https://feeds.soundcloud.com/users/soundcloud:users:1440240716/sounds.rss","website_url":"https://soundcloud.com/shailendra-kumaar","image_url":"https://i1.sndcdn.com/avatars-QtCJVSaAEQz6AMyk-Bt4eHQ-original.jpg","author":"Shailendra Kumar","episode_count":500,"summary":"Unlock the secrets of data mastery with Shailendr…","last_synced_at":"2026-06-13T14:22:02.709337+00:00","page_url":"https://stenobird.com/podcast/ai-with-shaily-7095384"},"episode":{"title":"Yelp's Secret AI Weapon: Solving Your Trust Issues & Saving Time!","slug":"yelp-s-secret-ai-weapon-solving-your-trust-issues-saving-time","published_at":"2026-04-25T07:00:46+00:00","page_url":"https://stenobird.com/podcast/ai-with-shaily-7095384/yelp-s-secret-ai-weapon-solving-your-trust-issues-saving-time","show_page_url":"https://stenobird.com/podcast/ai-with-shaily-7095384","url":"https://soundcloud.com/shailendra-kumaar/yelps-secret-ai-weapon-solving","audio_url":"https://feeds.soundcloud.com/stream/2308976867-shailendra-kumaar-yelps-secret-ai-weapon-solving.mp3","summary":"Yelp is evolving from a review platform into an AI-powered concierge that uses LLMs to summarize thousands of reviews and automate bookings. The discussion explores how providing verifiable 'receipts' for AI recommendations is essential to maintaining user trust.","meta_description":"Discover how Yelp uses AI chatbots and LLMs to summarize reviews, automate appointments, and provide verifiable evidence to build user trust.","key_points":["Main idea: Yelp's new AI chatbot uses LLMs to provide digestible summaries of thousands of reviews rather than requiring manual scrolling","Practical takeaway: Use the 'source' or 'evidence' button in AI search tools to verify that recommendations are backed by specific data points","Failure mode: Treating AI outputs as facts when the model cannot point to specific, verifiable evidence from the original source","Main idea: Yelp is transitioning into a full-service AI concierge capable of booking everything from dinner reservations to doctor appointments","Practical takeaway: For business owners, AI tools are being deployed to manage inboxes and optimize advertising performance"],"chapters":[{"start_ms":0,"title":"The End of Manual Review Scrolling","summary":"An introduction to Yelp's new AI chatbot designed to eliminate the need to read hundreds of individual reviews."},{"start_ms":10000,"title":"Verifiable AI: Showing the Receipts","summary":"How LLMs summarize reviews and provide specific evidence to prove claims, such as identifying dog-friendly locations."},{"start_ms":30000,"title":"From Summaries to AI Concierge","summary":"The expansion of AI capabilities from simple text summarization to active task automation like booking appointments."},{"start_ms":50000,"title":"The Currency of Trust in AI","summary":"An exploration of why users still feel the need to cross-reference AI answers with human-generated content."},{"start_ms":70000,"title":"AI Tools for Business Owners","summary":"How Yelp's AI ecosystem assists businesses with inbox management and ad optimization."},{"start_ms":90000,"title":"How to Verify AI Recommendations","summary":"Critical advice on using evidence buttons and treating unverified AI outputs as mere suggestions."}],"topics":["Yelp","Artificial Intelligence","Large Language Models","AI Chatbots","Customer Trust","Automated Bookings","Review Summarization","AI Concierge"],"duration_seconds":145,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/ai-with-shaily-7095384/episodes/yelp-s-secret-ai-weapon-solving-your-trust-issues-saving-time/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/ai-with-shaily-7095384/yelp-s-secret-ai-weapon-solving-your-trust-issues-saving-time.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}