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Gaurav Ranganath Top-Executive

As an AI Product Engineer at Radical Ventures, I build AI-native products that improve how the firm operates, makes decisions, and supports founders. My work spans product engineering, agentic systems, and venture workflows, with a focus on translating ambiguous problems into production-ready tools that create real leverage.

Before Radical, I was a two-time founder and early employee across AI startups, working on model routing, transparency, and applied AI systems. I worked on multi-model infrastructure at Martian and led DeepView, Stratum AI’s real-time mining intelligence platform.

I co-authored RouterBench, a benchmark and large-scale dataset for evaluating multi-LLM routing systems across cost-quality tradeoffs, now cited in over 250 papers.

I also run Vikasa, a non-profit venture advisory for early-stage Canadian founders, and mentor builders through MakeUofT, UofTHacks, and other early technical communities. My work is centered on building practical AI systems, supporting ambitious founders, and helping turn frontier technology into lasting value.


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Headquarters: Greater Toronto Area, Canada
Headline: AI Product Engineer | Radical Ventures | NEXT Canada
Followers: 2099
Connections: 2076
Company: Radical Ventures
Company Website: http://www.radical.vc
Skills: Leadership, C (Programming Language), Public Speaking, Teamwork
Experience: Title: AI Product Engineer Company: Radical Ventures Location: Start: Apr 2026 End: Present Title: Product Engineer Company: StratumAI Location: Start: Jan 2025 End: Apr 2026 Title: Founding Engineer Company: Martian Location: San Francisco Bay Area Start: Sep 2023 End: Dec 2024 Title: Founder Company: planni Location: Toronto, Ontario, Canada Start: Sep 2022 End: Aug 2023 Title: Founder Company: Depactor Location: Toronto, Ontario, Canada Start: Jan 2020 End: Apr 2021
Education: School: University of Toronto Degree: Bachelor of Applied Science - BASc Field: Computer Engineering Period:
Publications: RouterBench: A Benchmark for Multi-LLM Routing System (Jun 18, 2024)
Awards: Protocol Labs - Best Use of Estuary | UofT Hacks X | Jan 2023 Larry K. Wilson Regional Student Activities Award | Institute of Electrical and Electronics Engineers (IEEE) | Jun 2021 Troost ILead Summer Fellow | University of Toronto | Jun 2020 Lantern Institute Data Challenge Award | The Lantern Institute and TOHacks | Jun 2019 Heart Lake SS Class of 2018 Valedictorian | Heart Lake Secondary School | Jun 2018 Ontario Principal’s Association Award for Student Leadership | Ontario Principal’s Association | Jun 2018
Country: Canada