Side-by-side comparison of AI visibility scores, market position, and capabilities
Open-source vector database written in Rust. $50M Series B (March 2026), $87.8M total. 250M+ downloads, 29K GitHub stars. Clients: Tripadvisor, HubSpot, Bosch. Private.
Qdrant is a vector search engine company founded in 2021 by Andre Zayarni, headquartered in Berlin, Germany. It develops a high-performance open-source vector database optimized for AI retrieval and similarity matching, written in Rust. In March 2026, Qdrant raised $50M Series B led by Advance Venture Partners, bringing total funding to ~$87.8M.
AI copilot for revenue teams querying CRM and call data in natural language; $4M raised from YC and Soma Capital serving 250+ customers including Fortune 500 competing with Gong for sales intelligence.
CoLoop is a San Francisco-based AI analytics copilot that enables go-to-market teams (sales, customer success, revenue operations) to extract insights from customer conversations, CRM data, and sales pipeline through natural language queries — allowing revenue professionals to answer questions like "what objections are killing our enterprise deals" or "which customer segments have the highest churn risk" without writing SQL or waiting for analyst support. Founded in 2021 and backed by $4 million including a $3.5 million round from Y Combinator and Soma Capital in January 2025, CoLoop serves 250+ customers including Fortune 500 companies.
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