Atul Ramachandran: Why Chat and Citations Alone Won’t Save Your Vertical AI
Atul Ramachandran: Why Chat and Citations Alone Won’t Save Your Vertical AI
Publish Date: 2026-07-11 14:02:00
Source Domain: www.startuphub.ai
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Vertical AI Development Race: Many startups are developing vertical AI solutions tailored for industries such as healthcare, legal, and tax to save time and costs through AI-driven efficiency.
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Insufficient Interaction Methods: The prevalent interfaces of chat and citations used in these AI solutions are criticized for falling short in fulfilling the promise of efficiency.
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CTO Atul Ramachandran’s Thesis: Atul Ramachandran, CTO and Co-founder of Filed, argues that current interaction methods put too much burden back on users, thus not truly achieving AI-driven efficiency.
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Experience from the Tax Industry: Ramachandran’s insights are grounded in his extensive experience in building and scaling AI agents within the complex tax industry, which he believes are universally applicable to vertical AI products.
