Qdrant vs OpsLevel

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

Qdrant leads in AI visibility (54 vs 24)
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.

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OpsLevel logo

OpsLevel

EmergingDeveloper Tools

Developer Portal

OpsLevel is a developer portal and service catalog for tracking service ownership, maturity scorecards, and production readiness across microservices.

AI VisibilityBeta
Overall Score
D24
Category Rank
#1 of 1
AI Consensus
67%
Trend
up
Per Platform
ChatGPT
22
Perplexity
18
Gemini
26

About

OpsLevel is a developer portal platform that gives engineering organizations visibility into the services they operate, who owns them, and how mature they are relative to internal engineering standards. At its core, OpsLevel maintains a service catalog that maps every microservice, repository, and infrastructure component to a team owner, populating metadata automatically from integrations with GitHub, GitLab, PagerDuty, Datadog, and cloud providers. This catalog becomes the authoritative source of truth for answering questions like who to contact about a service, what tier of reliability it requires, and what dependencies it has — questions that are often unanswerable at engineering organizations that have grown past the point where everyone knows everything.

Full profile

AI Visibility Head-to-Head

54
Overall Score
24
#2
Category Rank
#1
59
AI Consensus
67
up
Trend
up
49
ChatGPT
22
63
Perplexity
18
46
Gemini
26
55
Claude
32
49
Grok
28

Capabilities & Ecosystem

Capabilities

Only Qdrant
Vector Databases & AI Search
Only OpsLevel
Developer Portal

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.