{"podcast":{"title":"Unsupervised Learning with Jacob Effron","slug":"unsupervised-learning-with-jacob-effron-6041643","podcast_index_feed_id":6041643,"rss_url":"https://feeds.simplecast.com/dOSE_bdP","website_url":"https://unsupervised-learning.simplecast.com","image_url":"https://image.simplecastcdn.com/images/ff0dbf2f-5711-4964-9172-807c39ca4824/be7895b2-4fcc-4f70-9864-584710596b1d/3000x3000/redpoint-unsupervised-learning-logo.jpg?aid=rss_feed","author":"Redpoint Ventures","episode_count":98,"summary":"We probe the sharpest minds in AI in search for the truth about what’s real today, what will be real in the future and what it all means for businesses and the world. If you’re a builder, researcher or investor navigating the AI world, this podcast will help you deconstruct and understand the most important breakthroughs and see a clearer picture of reality. Follow this show and consider enabling notifications to stay up to date on our latest episodes. Unsupervised Learning is a podcast by Redpoint Ventures, an early-stage venture capital fund that has invested in companies like Snowflake, Stripe, and Mistral. Hosted by Redpoint investor Jacob Effron alongside Patrick Chase, Jordan Segall and Erica Brescia.","last_synced_at":"2026-07-10T00:20:35.953212+00:00","page_url":"https://stenobird.com/podcast/unsupervised-learning-with-jacob-effron-6041643"},"episode":{"title":"Ep 83: Owning the System of Record, AI-Native Org Charts, & Why ITSM is The Most Vulnerable Legacy Category","slug":"ep-83-owning-the-system-of-record-ai-native-org-charts-why-itsm-is-the-most-vulnerable-legacy-category","published_at":"2026-04-02T14:05:15+00:00","page_url":"https://stenobird.com/podcast/unsupervised-learning-with-jacob-effron-6041643/ep-83-owning-the-system-of-record-ai-native-org-charts-why-itsm-is-the-most-vulnerable-legacy-category","show_page_url":"https://stenobird.com/podcast/unsupervised-learning-with-jacob-effron-6041643","url":"https://unsupervised-learning.simplecast.com/episodes/ep-83-owning-the-system-of-record-ai-native-org-charts-why-itsm-is-the-most-vulnerable-legacy-category-fjqR1Bpt","audio_url":"https://cdn.simplecast.com/media/audio/transcoded/b3414ac6-61c8-4752-8722-491e1457c3bf/2c08ad29-5b79-42c0-a40a-6c1af4327f2f/episodes/audio/group/b46ee0b2-3d1a-4d16-8184-e05bd010bbd7/group-item/2fc0e6c4-e9a9-47a9-932d-16a57aee4ff8/128_default_tc.mp3?aid=rss_feed&feed=dOSE_bdP","summary":"Serval is one of the fastest-growing AI-native enterprise software companies right now, and this episode is a rare inside look at the deliberate architectural, go-to-market, and talent decisions behind that growth. Jake Stauch breaks down why he made the contrarian bet to build a full system of record rather than layer on top of existing tools, why ITSM is more vulnerable to AI disruption than CRM, ERP, or HRIS, and how Serval is winning Fortune 500 deals against a $14B incumbent with a fraction of the resources. Beyond the product, Jake gets into the organizational decisions that underpin Serval's velocity — why recruiting is the #1 job of every employee, how to prevent talent bar decay as you scale from 8 to 200 people, and how the role of the manager is shifting as ICs own more scope than ever. Threading it all together is a founder's honest account of what it means to build a horizontal software company when the models are improving, the infrastructure is shifting, and the window to displace a legacy incumbent is open but won't stay open forever.","meta_description":"Serval is one of the fastest-growing AI-native enterprise software companies right now, and this episode is a rare inside look at the deliberate architect…","key_points":[],"chapters":[],"topics":[],"duration_seconds":3245,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/unsupervised-learning-with-jacob-effron-6041643/episodes/ep-83-owning-the-system-of-record-ai-native-org-charts-why-itsm-is-the-most-vulnerable-legacy-category/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/unsupervised-learning-with-jacob-effron-6041643/ep-83-owning-the-system-of-record-ai-native-org-charts-why-itsm-is-the-most-vulnerable-legacy-category.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}