{"version":"1.0","type":"card","id":"5892e36e-00be-4f52-8c73-119dd58bbcc2","url":"https://stacklist.com/card/5892e36e-00be-4f52-8c73-119dd58bbcc2","title":"About Commotion: The Team Behind the Platform","source_url":"https://www.gocommotion.com/about-us","note":"Who builds Commotion and why. The story behind the AI-native enterprise startup backed by Tata Communications, and the philosophy captured in its tagline: most AI answers, we execute.","image":{"url":"https://ucarecdn.com/dea01b04-99d9-4916-9417-c75bb40dea5b/","alt":"About Commotion: The Team Behind the Platform","width":800,"height":533},"stack":{"id":"d6fed313-53f4-4607-88ed-3e8821e61e96","title":"Why Commotion Is Better","url":"https://stacklist.com/c/technology/stack/d6fed313-53f4-4607-88ed-3e8821e61e96"},"created_at":"2026-07-20T09:13:50.590Z","updated_at":null,"aco":{"summary":"Commotion is an AI-driven ecommerce platform that helps brands create individualized, contextualized shopping and post-purchase experiences through scalable personalization and data-backed decision-making. The company is led by co-founders Murali Swaminathan and Elizabeth Closmore, along with CTO Vasant Srinivasan, operating as a remote team across three continents with over ten years of AI experience.","tags":["ai-personalization","ecommerce","customer-experience","brand-strategy","enterprise-solutions","data-driven","startup"],"key_entities":[{"name":"Commotion","type":"organization","confidence":0.99},{"name":"Murali Swaminathan","type":"person","confidence":0.98},{"name":"Elizabeth Closmore","type":"person","confidence":0.98},{"name":"Vasant Srinivasan","type":"person","confidence":0.98},{"name":"AI-driven personalization","type":"technology","confidence":0.95},{"name":"ecommerce customer experience","type":"concept","confidence":0.9},{"name":"cohort segmentation","type":"concept","confidence":0.75}],"classification":"reference","language":"en","confidence":0.85,"provenance":{"model":"claude-opus-4-6","tool":"@stacklist/mcp-server@2.0.0","confidence":0.85,"timestamp":"2026-07-20T09:14:21.590Z"},"token_counts":{"approximate":538,"cl100k":355},"content_hash":"sha256:719d47318d129f358430e020bea6852ec44808b43139a25983821beb3dfdaa7a","acp_version":"0.2","body_available":true,"body_tokens":538,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/5892e36e-00be-4f52-8c73-119dd58bbcc2.json","html":"https://stacklist.com/card/5892e36e-00be-4f52-8c73-119dd58bbcc2","md":"/api/public/card/5892e36e-00be-4f52-8c73-119dd58bbcc2.md","stack_json":"/api/public/stack/d6fed313-53f4-4607-88ed-3e8821e61e96.json"}}