{"version":"1.0","type":"card","id":"223bfd0a-2d95-421f-bcb4-8b484f4747b1","url":"https://stacklist.com/card/223bfd0a-2d95-421f-bcb4-8b484f4747b1","title":"Beyond Bots: Ilia Zintchenko on Transaction Classification AI (Ntropy)","source_url":"https://www.codestory.co/episodes/beyond-bots-ilia-zintchenko-ntropy/","note":"Discover how Ntropy's CTO uses LLMs to revolutionize financial data standardization. Explore AI stack choices, reliability optimization, and real-world impact.","image":{"url":"https://ucarecdn.com/6962055c-bd87-4662-a0dc-523c444d404c/","alt":"Beyond Bots: Ilia Zintchenko on Transaction Classification AI (Ntropy)","width":1400,"height":1400},"stack":{"id":"d65e0d70-c465-450c-bdab-47e8de98de94","title":"AI in Fintech: Beyond Bots Podcast Series","url":"https://stacklist.com/c/podcast/stack/d65e0d70-c465-450c-bdab-47e8de98de94"},"created_at":"2026-07-24T21:35:58.787Z","updated_at":null,"aco":{"summary":"Code Story podcast features a special episode with Ilia Zintchenko, CTO and Co-founder of Ntropy, discussing their LLM stack, reliability optimization, and the use of small and large language models for financial data standardization. The conversation covers system costs, data sources, predictive vs generative learning, and the real impact of AI on financial services.","tags":["llm","financial-data","ai","startup","podcast","fintech","data-enrichment"],"key_entities":[{"name":"Ilia Zintchenko","type":"person","confidence":0.99},{"name":"Ntropy","type":"organization","confidence":0.99},{"name":"Code Story Podcast - Beyond Bots","type":"event","confidence":0.95},{"name":"LLM","type":"technology","confidence":0.95},{"name":"financial data standardization","type":"concept","confidence":0.9},{"name":"predictive vs generative learning","type":"concept","confidence":0.85},{"name":"Nare","type":"person","confidence":0.7}],"classification":"transcript","language":"en","confidence":0.85,"provenance":{"model":"claude-opus-4-6","tool":"@stacklist/mcp-server@2.0.0","confidence":0.85,"timestamp":"2026-07-24T21:36:07.379Z"},"token_counts":{"approximate":480,"cl100k":438},"content_hash":"sha256:fbd4b09e35ba4f32a60ec8191c83bf2ad14dff1c98facb9c3401995c75693719","acp_version":"0.2","body_available":true,"body_tokens":480,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/223bfd0a-2d95-421f-bcb4-8b484f4747b1.json","html":"https://stacklist.com/card/223bfd0a-2d95-421f-bcb4-8b484f4747b1","md":"/api/public/card/223bfd0a-2d95-421f-bcb4-8b484f4747b1.md","stack_json":"/api/public/stack/d65e0d70-c465-450c-bdab-47e8de98de94.json"}}