Qdrant vs CoLoop

Side-by-side comparison of AI visibility scores, market position, and capabilities

CoLoop leads in AI visibility (70 vs 54)
Qdrant logo

Qdrant

ChallengerData & Analytics

Vector Databases & AI Search

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.

AI VisibilityBeta
Overall Score
C54
Category Rank
#2 of 2
AI Consensus
59%
Trend
up
Per Platform
ChatGPT
49
Perplexity
63
Gemini
46

About

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.

Full profile
CoLoop logo

CoLoop

LeaderData & Analytics

General

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.

AI VisibilityBeta
Overall Score
B70
Category Rank
#90 of 1158
AI Consensus
61%
Trend
stable
Per Platform
ChatGPT
79
Perplexity
68
Gemini
71

About

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.

Full profile

AI Visibility Head-to-Head

54
Overall Score
70
#2
Category Rank
#90
59
AI Consensus
61
up
Trend
stable
49
ChatGPT
79
63
Perplexity
68
46
Gemini
71
55
Claude
64
49
Grok
63

Key Details

Category
Vector Databases & AI Search
General
Tier
Challenger
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Qdrant
Vector Databases & AI Search

Integrations

Only Qdrant

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