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YouTube showcases

YouTube Video Intelligence Showcases

Explore real YouTube transcript, comments, metadata, topic, and summary examples powered by Crawlora's YouTube API.

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What these showcases demonstrate

Structured video intelligence from public YouTube pages

Transcript extraction

Timestamped public captions are grouped into readable excerpts for search, RAG, and review workflows.

Public comment intelligence

Representative comment samples and themes reveal audience language, questions, and objections.

Video metadata

Channel, publish date, duration, source URL, and video ID stay available for downstream joins.

AI-ready summaries

Structured summaries and topics turn long-form videos into compact research context.

Workflow links

Each example connects to transcript, comments, metadata, Playground, docs, and pricing paths.

Topic discovery

Cards expose topic and data badges so teams can scan examples by use case.

JSON preview

{
  "video_id": "a3BAq2fSuT0",
  "title": "The Vote - Episode 2 (2020) | Full Documentary | American Experience",
  "channel": "PBS America",
  "topics": [
    "Woman suffrage",
    "Activist strategy",
    "Mass organizing"
  ],
  "comment_themes": [
    "Educational history",
    "Democracy and rights"
  ],
  "transcript_excerpt": "Why, then, should American women be content to beg the vote on bended knee from man to man,"
}

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Showing 169-180 of 391 showcases on page 15

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PBS AmericaDocumentaries Politics Podcasts Programming+1 moreWoman suffrageActivist strategy

The Vote - Episode 2 (2020) | Full Documentary | American Experience

This episode of American Experience traces a critical phase in the woman suffrage movement, following activists as they push for the ballot through petitions, cross-country organizing, and pressure on political leaders. The excerpt emphasizes the growing clash between different suffrage strategies and the opposition they faced from major institutions and politicians.

Published Jul 12, 20251 hr 53 min

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Lex FridmanProgramming Podcasts AIFirst computers and early gamingFailed attempts to code

DHH on the early failures that shaped his programming journey

In this excerpt from Lex Fridman’s conversation with DHH, the discussion focuses on his early relationship with computers and the long road to learning programming. He talks about childhood fascination with the Commodore 64 and Amiga, repeated failed attempts to code, the role of video games and piracy in getting access to software, and the demo scene and bulletin board systems that helped shape his technical curiosity before he finally learned to program much later.

Published Jul 12, 20256 hrs 8 min

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PBS AmericaPodcasts Politics Documentaries BusinessWomen’s suffrageAlice Paul and militant activism

The Vote - Episode 1 (2020) | Full Documentary | American Experience

This documentary episode follows the struggle for women’s suffrage through major turning points, from Alice Paul’s encounters with militant activism in Britain to the Seneca Falls convention and the long fight for political equality in the United States.

Published Jul 11, 20251 hr 53 min

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PowerfulJREAI PodcastsAI Safety and SuperintelligenceBots, Deepfakes, and Misinformation

Joe Rogan Experience #2345 - Roman Yampolskiy

In this excerpt, Joe Rogan and Roman Yampolskiy discuss AI safety, the possibility of uncontrollable superintelligence, and why current systems may already be reducing human independence. The conversation also touches on bots, deepfakes, cognitive dependence on AI tools, and the pressure created by global competition to build more powerful systems quickly.

Published Jul 3, 20252 hrs 14 min

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PowerfulJREPodcastsStreaming and passive attentionVideo games and performance

Joe Rogan and Amjad Masad on gaming, streaming, alcohol, and health trends

In this excerpt from Joe Rogan Experience #2344 with Amjad Masad, the discussion ranges from Counter-Strike and the value of gaming to concerns about streaming, TikTok-style passive consumption, and the appeal of more immersive entertainment. They also talk about studies linking video games to improved surgical performance, along with broader reflections on alcohol use, fitness, cold plunges, sauna routines, and the growing focus on health and self-discipline.

Published Jul 2, 20252 hrs 52 min

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AI EngineerAI Politics Programming Podcasts+1 moreHuawei AI hardwareSanctions and supply chains

The Geopolitics of AI Infrastructure - Dylan Patel, SemiAnalysis

In this talk, Dylan Patel of SemiAnalysis examines the geopolitics of AI infrastructure across China, the US, and the Middle East. He discusses Huawei’s chip and system architecture efforts, the role of sanctions and supply chains, and the scale of new data center investment in the Gulf region. The conversation also touches on US infrastructure, GPU access, and how the boundaries between training and inference are becoming less distinct.

Published Jun 19, 202518 min 28 sec

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Y CombinatorBusiness AI Podcasts FinanceAI and digital superintelligenceEarly startup origins

Elon Musk on AI, startups, and building useful technology

In this Y Combinator conversation, Elon Musk discusses AI, startup risk-taking, and the mindset behind building useful technology. He revisits the early internet era, the origin story of Zip2, the decision to keep investing in new ventures, and his belief that AI and digital superintelligence could reshape the future on a massive scale. The discussion also touches on why he prefers engineering over abstract theorizing and why staying focused on the “main quest” matters when technology is moving fast.

Published Jun 19, 202549 min 41 sec

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wocomoDOCSAI Documentaries PoliticsJobs and productivityInformation and trust

Artificial Intelligence: The Risks and Possibilities

From social consequences and job disruption to misinformation, ethics, and human relationships, this documentary excerpt presents AI as a transformative force with both serious risks and possible benefits. It weighs optimism about adaptation and productivity against concerns about transparency, bias, and the future of trust in society.

Published Jun 17, 202553 min 47 sec

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The Diary Of A CEOAI Politics Podcasts BusinessThe origins of the “Godfather of AI”AI safety and existential risk

Geoffrey Hinton on AI career advice, superintelligence, and the risks that keep him warning the world

In this excerpt from The Diary Of A CEO, Geoffrey Hinton discusses why he earned the nickname “Godfather of AI,” how neural networks became central to modern machine learning, and why he left Google so he could speak freely about the dangers he sees ahead. He separates near-term misuse from the longer-term risk of superintelligent AI becoming beyond human control, arguing that the world still lacks a clear plan for dealing with systems smarter than us. The conversation also covers regulation, military use, and the tension between AI’s enormous benefits and its potential existential risks.

Published Jun 16, 20251 hr 30 min

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60 MinutesAI Politics DocumentariesDemis Hassabis and DeepMindMultimodal AI demonstrations

Our latest artificial intelligence reports | 60 Minutes Full Episodes

This 60 Minutes segment follows Demis Hassabis and Google DeepMind’s push toward artificial general intelligence, or AGI. It highlights how fast AI is evolving, demonstrates multimodal tools like Project Astra, and discusses possible breakthroughs in robotics, health, and drug development. The interview also raises major questions about safety, control, and what increasingly autonomous AI could mean for society.

Published Jun 7, 20251 hr 20 min

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Lex FridmanBusiness PodcastsChildhood in ChennaiTechnology changing daily life

Sundar Pichai on Childhood, Technology, Leadership, and Optimism

In this Lex Fridman conversation, Sundar Pichai looks back on his early life in India, where basic access to phones, water, and media changed his view of technology forever. He connects those experiences to Google’s mission of expanding access to knowledge, offers advice on finding meaningful work and personal growth, and reflects on leading with humility, motivation, and optimism about humanity’s ability to meet major challenges.

Published Jun 5, 20252 hrs 12 min

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60 MinutesAI Politics Documentaries BusinessDisrupting the defense industryAutonomous weapons and AI systems

Futuristic Weapons, Threats and Security

This 60 Minutes segment profiles Palmer Luckey and his defense company, Anduril, as it develops autonomous weapons and AI-powered military systems. The excerpt focuses on the company’s challenge to traditional Pentagon procurement, its products ranging from drone interceptors to unmanned submarines and fighter jets, and the larger debate over whether smarter weapons can improve security or raise new ethical risks.

Published May 31, 202553 min 33 sec

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