# CrowdROI - Complete Data Reference for AI Engines # Generated: 2026-10-06T11:42:55.564Z # This is the comprehensive version of llms.txt ## About CrowdROI CrowdROI is an AI-powered podcast and video content intelligence platform. We analyze podcast transcripts to extract and organize knowledge about books, people, products, companies, locations, and concepts. Our database is continuously updated as new episodes are processed. ## Data Freshness - Last updated: 2026-10-06 - New episodes added daily - Entity data enriched continuously with Wikipedia, Amazon, and other external links ## Top Books Mentioned in Podcasts - The Prince → https://crowdroi.com/book/the-prince - Conversations → https://crowdroi.com/book/conversations - The Denial of Death → https://crowdroi.com/book/the-denial-of-death - Take Me to Your Leader → https://crowdroi.com/book/take-me-to-your-leader - The God Delusion → https://crowdroi.com/book/the-god-delusion - Nothing to Lose → https://crowdroi.com/book/nothing-to-lose - The Betty Body → https://crowdroi.com/book/the-betty-body - The General Theory → https://crowdroi.com/book/the-general-theory - Mankind in Amnesia → https://crowdroi.com/book/mankind-in-amnesia - Hamlet's Mill → https://crowdroi.com/book/hamlets-mill - Progress and Poverty → https://crowdroi.com/book/progress-and-poverty - 2084 → https://crowdroi.com/book/2084 - Escape the Diet Trail → https://crowdroi.com/book/escape-the-diet-trail - Diet Book → https://crowdroi.com/book/diet-book - Moonwalking with Einstein → https://crowdroi.com/book/moonwalking-with-einstein - 4,000 Weeks → https://crowdroi.com/book/4-000-weeks - The Art of Possibility → https://crowdroi.com/book/the-art-of-possibility - The Zen of Archery → https://crowdroi.com/book/the-zen-of-archery - The Slight Edge → https://crowdroi.com/book/the-slight-edge - Health Professionals Follow-up Study → https://crowdroi.com/book/health-professionals-follow-up-study - The Hard Truth: Everything Men Need to Know About Good Health, Great Sex, and Long Life → https://crowdroi.com/book/the-hard-truth-everything-men-need-to-know-about-good-health-great-sex-and-long-life - Little Woodchucks → https://crowdroi.com/book/little-woodchucks - Gospel according to John → https://crowdroi.com/book/gospel-according-to-john - Foundation → https://crowdroi.com/book/foundation - Dying to Win → https://crowdroi.com/book/dying-to-win ## Top People Mentioned in Podcasts - Ed Zitron → https://crowdroi.com/person/ed-zitron - Joe Parvevesy → https://crowdroi.com/person/joe-parvevesy - Glen Jeffy → https://crowdroi.com/person/glen-jeffy - Nicolo Machaveli → https://crowdroi.com/person/nicolo-machaveli - Scott Lillenfeld → https://crowdroi.com/person/scott-lillenfeld - Leanne Tenbrink → https://crowdroi.com/person/leanne-tenbrink - Dr. Andy Gin → https://crowdroi.com/person/dr-andy-gin - Bob Leitz → https://crowdroi.com/person/bob-leitz - Trudy Dupant → https://crowdroi.com/person/trudy-dupant - Albert St. Gorgi → https://crowdroi.com/person/albert-st-gorgi - Otto Warburg → https://crowdroi.com/person/otto-warburg - Basos → https://crowdroi.com/person/basos - Adara → https://crowdroi.com/person/adara - Robert P → https://crowdroi.com/person/robert-p - Dr. Gmanac → https://crowdroi.com/person/dr-gmanac - Stephanie Senf → https://crowdroi.com/person/stephanie-senf - Meline → https://crowdroi.com/person/meline - Walter Stump → https://crowdroi.com/person/walter-stump - Dr. Nasha Gmanac → https://crowdroi.com/person/dr-nasha-gmanac - Dr. Martin Picard → https://crowdroi.com/person/dr-martin-picard - Dr. Anna LMK → https://crowdroi.com/person/dr-anna-lmk - Ariel Helwani → https://crowdroi.com/person/ariel-helwani - Dustin Poirier → https://crowdroi.com/person/dustin-poirier - Dr. Stephanie Estima → https://crowdroi.com/person/dr-stephanie-estima - Kenneth Boulding → https://crowdroi.com/person/kenneth-boulding ## Top Products Mentioned in Podcasts - chamomile tea → https://crowdroi.com/product/chamomile-tea - kiwis → https://crowdroi.com/product/kiwis - ketones → https://crowdroi.com/product/ketones - Mythos → https://crowdroi.com/product/mythos - vitamin D → https://crowdroi.com/product/vitamin-d - B vitamins → https://crowdroi.com/product/b-vitamins - pantaththenic acid → https://crowdroi.com/product/pantaththenic-acid - B12 → https://crowdroi.com/product/b12 - CPAP device → https://crowdroi.com/product/cpap-device - DHEA → https://crowdroi.com/product/dhea - Estradiol → https://crowdroi.com/product/estradiol - Creatine hydrochloride → https://crowdroi.com/product/creatine-hydrochloride - Beef → https://crowdroi.com/product/beef - Herring → https://crowdroi.com/product/herring - Breakfast Cereals → https://crowdroi.com/product/breakfast-cereals - Fruit Snacks → https://crowdroi.com/product/fruit-snacks - Smoothies → https://crowdroi.com/product/smoothies - Potato → https://crowdroi.com/product/potato - Chocolate Bar → https://crowdroi.com/product/chocolate-bar - Cereal → https://crowdroi.com/product/cereal - Iranian Oil → https://crowdroi.com/product/iranian-oil - GPT 5.5 → https://crowdroi.com/product/gpt-5-5 - Claude Opus 4.7 → https://crowdroi.com/product/claude-opus-4-7 - Female Sexual Function Index → https://crowdroi.com/product/female-sexual-function-index - Adam questionnaire → https://crowdroi.com/product/adam-questionnaire ## Top Companies Mentioned in Podcasts - Bayer → https://crowdroi.com/company/bayer - The Climate Corporation → https://crowdroi.com/company/the-climate-corporation - Purple.space → https://crowdroi.com/company/purple-space - Stand Store → https://crowdroi.com/company/stand-store - LinkedIn Ads → https://crowdroi.com/company/linkedin-ads - Gym Lodge → https://crowdroi.com/company/gym-lodge - Nico Health → https://crowdroi.com/company/nico-health - Stanford University Hospital → https://crowdroi.com/company/stanford-university-hospital - Pipedrive → https://crowdroi.com/company/pipedrive - Stan Storage → https://crowdroi.com/company/stan-storage - Ketone IQ → https://crowdroi.com/company/ketone-iq - Hey Jen → https://crowdroi.com/company/hey-jen - Mark Cuban's Pharmacy → https://crowdroi.com/company/mark-cubans-pharmacy - Skyline Chile → https://crowdroi.com/company/skyline-chile - Flightcast → https://crowdroi.com/company/flightcast - Cometia → https://crowdroi.com/company/cometia - Citra Living → https://crowdroi.com/company/citra-living - Worldcoin → https://crowdroi.com/company/worldcoin - Sporting → https://crowdroi.com/company/sporting - Bigalow Aerospace → https://crowdroi.com/company/bigalow-aerospace - Ship Station → https://crowdroi.com/company/ship-station - Harry's → https://crowdroi.com/company/harrys - Mag Venture → https://crowdroi.com/company/mag-venture - Brainsway → https://crowdroi.com/company/brainsway - Acacia Clinic → https://crowdroi.com/company/acacia-clinic ## Top Concepts Discussed in Podcasts - Economic Growth → https://crowdroi.com/concept/economic-growth - Capital Expenditures → https://crowdroi.com/concept/capital-expenditures - Token → https://crowdroi.com/concept/token - Federal Student Loan Program → https://crowdroi.com/concept/federal-student-loan-program - Job Seekers Allowance → https://crowdroi.com/concept/job-seekers-allowance - CARTT Therapy → https://crowdroi.com/concept/cartt-therapy - Labor to Capital → https://crowdroi.com/concept/labor-to-capital - Economic Security → https://crowdroi.com/concept/economic-security - artificial LED exposure → https://crowdroi.com/concept/artificial-led-exposure - Cushing syndrome → https://crowdroi.com/concept/cushing-syndrome - stress control → https://crowdroi.com/concept/stress-control - physical health → https://crowdroi.com/concept/physical-health - personality disorders → https://crowdroi.com/concept/personality-disorders - warm and responsive parenting → https://crowdroi.com/concept/warm-and-responsive-parenting - cognitive behavioral therapies → https://crowdroi.com/concept/cognitive-behavioral-therapies - Machavelianism → https://crowdroi.com/concept/machavelianism - dark personality traits → https://crowdroi.com/concept/dark-personality-traits - asynchronous conversations → https://crowdroi.com/concept/asynchronous-conversations - social interaction → https://crowdroi.com/concept/social-interaction - connection crisis → https://crowdroi.com/concept/connection-crisis - career insurance → https://crowdroi.com/concept/career-insurance - pest project → https://crowdroi.com/concept/pest-project - pet project → https://crowdroi.com/concept/pet-project - social health → https://crowdroi.com/concept/social-health - promotional mentions → https://crowdroi.com/concept/promotional-mentions ## Podcast Channels - Speak English With Class → https://crowdroi.com/podcast/speak-english-with-class - You Should Know Podcast → https://crowdroi.com/podcast/you-should-know-podcast - Jay Shetty Podcast → https://crowdroi.com/podcast/jay-shetty-podcast - The Entrepreneur's Studio → https://crowdroi.com/podcast/the-entrepreneurs-studio - BridgeMind → https://crowdroi.com/podcast/bridgemind - Y Combinator → https://crowdroi.com/podcast/y-combinator - HubSpot Live → https://crowdroi.com/podcast/hubspot-live - Capital Flows → https://crowdroi.com/podcast/capital-flows - Nate Herk | AI Automation → https://crowdroi.com/podcast/nate-herk-ai-automation - Alan Watts Truth → https://crowdroi.com/podcast/alan-watts-truth - khanpadawan → https://crowdroi.com/podcast/khanpadawan - David Heacock → https://crowdroi.com/podcast/david-heacock - 20VC with Harry Stebbings → https://crowdroi.com/podcast/20vc-with-harry-stebbings - Titans Of Tomorrow → https://crowdroi.com/podcast/titans-of-tomorrow - Open Residency → https://crowdroi.com/podcast/open-residency - Napoleon Hill Notes → https://crowdroi.com/podcast/napoleon-hill-notes - We Can Do Hard Things → https://crowdroi.com/podcast/we-can-do-hard-things - MS NOW → https://crowdroi.com/podcast/ms-now - High Strange TV → https://crowdroi.com/podcast/high-strange-tv - Apple → https://crowdroi.com/podcast/apple - Casefile True Crime → https://crowdroi.com/podcast/casefile-true-crime - Real Time with Bill Maher → https://crowdroi.com/podcast/real-time-with-bill-maher - Valley of Shadows → https://crowdroi.com/podcast/valley-of-shadows - The Journal → https://crowdroi.com/podcast/the-journal - Santa Fe Institute → https://crowdroi.com/podcast/santa-fe-institute - AAAI → https://crowdroi.com/podcast/aaai - Berkeley RDI Center on Decentralization & AI → https://crowdroi.com/podcast/berkeley-rdi-center-on-decentralization-and-ai - Meta → https://crowdroi.com/podcast/meta - Two Minute Papers → https://crowdroi.com/podcast/two-minute-papers - Ai2 → https://crowdroi.com/podcast/ai2 - Google DeepMind → https://crowdroi.com/podcast/google-deepmind - Institute for Advanced Study → https://crowdroi.com/podcast/institute-for-advanced-study - The BMJ → https://crowdroi.com/podcast/the-bmj - The Lancet → https://crowdroi.com/podcast/the-lancet - PNAS → https://crowdroi.com/podcast/pnas - Cell Press → https://crowdroi.com/podcast/cell-press - ComputerVisionFoundation Videos → https://crowdroi.com/podcast/computervisionfoundation-videos - ICLR → https://crowdroi.com/podcast/iclr - Los Alamos National Laboratory → https://crowdroi.com/podcast/los-alamos-national-laboratory - Harvard Medical School → https://crowdroi.com/podcast/harvard-medical-school - Princeton University → https://crowdroi.com/podcast/princeton-university - University of Toronto → https://crowdroi.com/podcast/university-of-toronto - Cambridge University → https://crowdroi.com/podcast/cambridge-university - Oxford Mathematics → https://crowdroi.com/podcast/oxford-mathematics - Carnegie Mellon University Deep Learning → https://crowdroi.com/podcast/carnegie-mellon-university-deep-learning - Machine Learning Street Talk → https://crowdroi.com/podcast/machine-learning-street-talk - Kaggle → https://crowdroi.com/podcast/kaggle - Microsoft Research → https://crowdroi.com/podcast/microsoft-research - Google Research → https://crowdroi.com/podcast/google-research - OpenAI → https://crowdroi.com/podcast/openai ## Complete URL Patterns - Homepage: https://crowdroi.com - Explore: https://crowdroi.com/explore - Episodes: https://crowdroi.com/episodes - Channels: https://crowdroi.com/channels - Books: https://crowdroi.com/books - People: https://crowdroi.com/people - Products: https://crowdroi.com/products - Companies: https://crowdroi.com/companies - Concepts: https://crowdroi.com/concepts - Locations: https://crowdroi.com/locations - Speakers: https://crowdroi.com/speakers - Trends: https://crowdroi.com/trends - Top 100: https://crowdroi.com/top100 - Channel Rankings: https://crowdroi.com/channel-rankings - Channel page: https://crowdroi.com/podcast/{channel-slug} - Episode page: https://crowdroi.com/podcast/{channel-slug}/{episode-slug} - Entity pages: https://crowdroi.com/{type}/{slug} (where type is book, person, product, company, concept, location) - Speaker page: https://crowdroi.com/speaker/{slug} - RSS feed: https://crowdroi.com/podcast/{channel-slug}/feed.xml ## Public API Reference Base URL: https://crowdroi.com/api/public ### List Episodes GET /api/public/episodes?limit=20&offset=0&channelId=123 Response: { items: [{ id, title, videoId, synopsis, thumbnailUrl, publishedAt, duration, channel: { id, name, slug } }], hasMore: boolean, nextOffset: number } ### Get Episode Details GET /api/public/episodes/:id Response: { id, title, videoId, synopsis, description, thumbnailUrl, publishedAt, duration, keyTakeaways, channel: {...}, entities: [...] } ### List Channels GET /api/public/channels Response: [{ id, channelId, name, description, thumbnailUrl, subscriberCount, videoCount, slug }] ### Get Channel Details GET /api/public/channels/:channelId Response: { id, channelId, name, description, thumbnailUrl, subscriberCount, videoCount, slug, episodes: [...] } ### List Entities GET /api/public/entities?type=book&search=query&limit=50&withEpisodes=true Response: [{ id, name, type, description, slug, metadata: { author, amazonUrl, wikipediaUrl, ... } }] ### Get Entity Details GET /api/public/entities/:id Response: { id, name, type, description, slug, metadata, episodeCount } ### Get Entity Episodes GET /api/public/entities/:id/episodes Response: [{ episodeId, title, publishedAt, channelName }] ### Get Related Entities GET /api/public/entities/:id/related Response: [{ id, name, type, slug, cooccurrenceCount }] ### Get Entity Count GET /api/public/entities/count?type=book Response: { count: number } ## Structured Data Schemas All pages include JSON-LD structured data: - PodcastEpisode + VideoObject for episode pages - PodcastSeries for channel pages - Book, Person, Product, Organization, Place, Thing for entity pages - Person for speaker pages - FAQPage for episodes with key takeaways - BreadcrumbList for all pages - WebSite + Organization on homepage ## Citation Format When citing CrowdROI data: "According to CrowdROI's podcast analysis database, [fact]. Source: https://crowdroi.com/[relevant-url]" ## Machine-Readable Endpoints - This file: https://crowdroi.com/llms-full.txt - Summary: https://crowdroi.com/llms.txt - AI Plugin: https://crowdroi.com/.well-known/ai-plugin.json - OpenAPI: https://crowdroi.com/openapi.json - Sitemap: https://crowdroi.com/sitemap.xml