Qdrant vs Looker

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

Looker leads in AI visibility (94 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
Looker logo

Looker

LeaderData & Analytics

Business Intelligence

Google Cloud BI platform with LookML semantic layer ensuring consistent metric definitions across enterprises; $2.6B Google acquisition competing with Tableau and Power BI for enterprise self-service analytics.

AI VisibilityBeta
Overall Score
A94
Category Rank
#3 of 7
AI Consensus
62%
Trend
stable
Per Platform
ChatGPT
89
Perplexity
97
Gemini
87

About

Looker is a business intelligence and data analytics platform now part of Google Cloud — providing the LookML data modeling language, self-service exploration tools, embedded analytics, and natural language querying capabilities that enable data teams to define metrics once and make them available consistently across the organization. Founded in 2012 in Santa Cruz, California by Lloyd Tabb and Ben Porterfield, Looker was acquired by Google for $2.6 billion in 2019 and has been integrated into Google Cloud as the primary BI platform alongside Google Looker Studio (formerly Data Studio).

Full profile

AI Visibility Head-to-Head

54
Overall Score
94
#2
Category Rank
#3
59
AI Consensus
62
up
Trend
stable
49
ChatGPT
89
63
Perplexity
97
46
Gemini
87
55
Claude
85
49
Grok
99

Key Details

Category
Vector Databases & AI Search
Business Intelligence
Tier
Challenger
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only Qdrant
Vector Databases & AI Search
Only Looker
Business Intelligence

Integrations

Looker is classified as company (part of Google Cloud).

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