About
I bring 7+ years at the intersection of AI and product, well before Gen AI went mainstream. Co-founded Edvora from 0 to 1, owning AI/ML product execution, operations, strategy, sales, client relations end-to-end. Today I lead AI agents and compliance products at Certa, where I've shipped production AI for Fortune 50 clients across high-risk, high-stakes workflows, risk compliance, and supply chain. Took an empty canvas and built an entire SCRM product for top 3 fortune tech & energy companies in the world. My work primarily operates turning unstructured human signals, languages, documents, behavioral cues into auditable, reliable systems with real constraints around accuracy, evaluation, and failure modes.
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