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Vector Databases · Reviewed 19 Oct 2026

Qdrant

AI-native vector search engine for semantic search and retrieval.

free tier · qdrant.tech ↗

Paid against free › Vector Databases › Qdrant

Qdrant at a glance

SEO analysis

Collected Oct 19, 2026

qdrant.tech: an estimated 245,494 total monthly visits and about 6,547 monthly organic visits across 1,250 ranking keywords. Scout crawled 1 pages and measured a technical health score of 88/100.

245.5KEstimated total trafficModeled monthly visits1.2KRanking keywordsPublic search sample88/100Technical health1 pages checked8.4KReferring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Qdrant is an AI-native vector search and semantic search engine S1. It is used by developers to build AI applications that require fast, scalable similarity search over embeddings S1. The product offers managed cloud, hybrid cloud, and self-hosted deployment options, with a free tier for getting started S36 S1.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Qdrant is an AI-native vector search and semantic search engine S1.
  • Core purpose: It solves the problem of finding relevant information by similarity in large datasets of embeddings S1.
  • Intended users: Developers building AI-native applications that need semantic search and retrieval S1.
  • Product scope: Qdrant is a database product, offered as a managed cloud service, hybrid cloud, and self-hosted software S36 S9.
  • Positioning: Qdrant positions itself as an AI-native vector database for building AI applications S1.
  • Claimed distinction: Not established in the collected sources.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
DevelopersBuild AI-native applications with semantic search S1.
AI engineersDeploy and manage vector search clusters on cloud providers S36.
DevOps teamsDeploy Qdrant Hybrid Cloud on managed Kubernetes platforms S15.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Vector searchPerform semantic search over dense, sparse, and multi-vector embeddings S1.
Payload managementStore and manage arbitrary JSON payloads alongside vectors S28.
Hybrid searchCombine dense and sparse vectors for hybrid search S1.
QuantizationCompress vectors to reduce memory footprint S28.
Capacity planningEstimate RAM and disk requirements for clusters S28.
Agentic toolsUse agent skills and prompts for AI coding assistants S20.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
Qdrant Cloud APIAPIAutomate management of clusters, backups, and authentication S147.
Qdrant Cloud CLICLIManage Qdrant Cloud from the terminal S160.
Terraform ProviderIntegrationAutomate Qdrant Cloud infrastructure S50.
AWS, GCP, Azure MarketplacesIntegrationPay for Qdrant Cloud through cloud provider billing S9.
AWS PrivateLink, GCP Private Service Connect, Azure Private LinkIntegrationPrivate network connectivity for Premium clusters S52.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Free TierFree forever S9Free and external inference models only S9Not established
Standard TierUsage-based, monthly S9Dedicated resources S9Not established
Premium TierMinimum spend required, monthly S9SSO, private VPC links S9Not established
Hybrid / Private CloudContact sales S9Custom S9Your infrastructure S9

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
facebook.com514.4maxsim
github.com112qdrant database
maxsim.developers.ps113maxsim
oracle.com113qdrant database
hub.docker.com114qdrant database
instagram.com115maxsim
medium.com115qdrant database
maxxim.de116maxsim

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

Page typeEvidenceSource
customersVector Space Stream: a research-first broadcast for engineers. Eight talks on compression, edge, hybrid search, and more. Sept 17. Tune inhttps://qdrant.tech/customers/
customers](https://qdrant.tech/)https://qdrant.tech/customers/
customers0 Qdrant Vector Search Enginehttps://qdrant.tech/customers/
customers0 Qdrant Cloudhttps://qdrant.tech/customers/
customers0 Qdrant Hybrid Cloudhttps://qdrant.tech/customers/
customers0 Qdrant Enterprise Solutionshttps://qdrant.tech/customers/
customers0 Qdrant Cloud Inferencehttps://qdrant.tech/customers/
customers0 Qdrant Edge (Beta)https://qdrant.tech/customers/
customers0 Qdrant Serverless (Coming soon)https://qdrant.tech/customers/
customersUse Caseshttps://qdrant.tech/customers/
customers0 RAGhttps://qdrant.tech/customers/
customers0 Recommendation Systemshttps://qdrant.tech/customers/
customers0 Advanced Searchhttps://qdrant.tech/customers/
customers0 Data Analysis & Anomaly Detectionhttps://qdrant.tech/customers/
customers0 AI Agentshttps://qdrant.tech/customers/
customers0 E-commercehttps://qdrant.tech/customers/
customers0 Legal Techhttps://qdrant.tech/customers/
customers0 Hospitality & Travelhttps://qdrant.tech/customers/
customers0 HR Techhttps://qdrant.tech/customers/
customers0 Healthcare Techhttps://qdrant.tech/customers/

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 2.9%
MonthSource
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
otherQdrant helps you build the AI retrieval you want. Ship high performance, full-feature vector search at any scale and with any deployment model.https://qdrant.tech/
otherBuild for Production-Grade AI Searchhttps://qdrant.tech/
otherEngineered for real-time retrieval with the speed, accuracy, and scale that modern AI demands.https://qdrant.tech/
otherPowers multi-agent platform with real-time context across 2M+ AI-driven conversations.https://qdrant.tech/
otherPowers Dust's AI agents platform with scalable vector search across 5,000+ data sources.https://qdrant.tech/
customers0 AI Agentshttps://qdrant.tech/customers/

These are first-party product claims, not independent measurements of AI-search visibility.

15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gapReview the sampled queries where facebook.com appears.5 first-page appearances across maxsim

Website intelligence — Collected evidence

Website evidence gaps

  • features: no usable public page was collected; verify whether the site publishes this evidence.
  • integrations: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
FeaturedCustomers65 Qdrant Customer Reviews & References / FeaturedCustomersGrounded web searchRead 23 Qdrant reviews and testimonials from customers, explore 41 case studies and customer success stories, and watch 1 customer videos to see why companies chose Qdrant as their Database Software ... Customer Rating Review Score based on 417 reference ratings 4.8/5.0 (417)
Enterprise DNAQdrant: What Engineering Teams Actually Found — Enterprise DNAGrounded web searchnumbers and production behavior. A developer running a 4-million-vector ... . The HN thread on Qdrant’s 1.0 release had multiple ... . It was fast, just not magic. The Rust foundation delivers, but you still pay for the
SaaS.petQdrant review: the Rust-based vector database that's faster…Grounded web search) added major improvements in distributed mode and disk-based storage. I ... the AI infrastructure community's reports. What I can say confidently: Qdrant wins on performance (Rust-based, fastest in ... than Pinecone), and is the most credible

Customer proof

Proof typeNamed customer or sourceEvidence
Case studySunny Healthcustomer case study — Sunny Health developed an AI healthcare concierge using Qdrant to facilitate patient interaction with insurance benefits, provider matching, and appointment booking, aiming to alleviate the complexity of navigating he… (How Sunny Health Built an AI Healthcare Concierge with Qdrant)

Independent mentions

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipNot published on the collected pages.—
Contact and support- About us- Customers- Partners- Careers- Contact ussource
Legal and privacySOC 2 · GDPR-aligned Optionssource
Security and complianceBug Bounty Programsource
Uptime and status pagePremium is an optional tier of Qdrant Managed Cloud for production workloads that need a higher uptime commitment, faster support around the clock, and enterprise security controls. It’s a committed-usage plan with a minsource
Domain registered2020-10-27—
Domain expires2027-10-27—

Not found on the collected pages: company and ownership. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Documentation - QdrantDocumentationOfficial Qdrant documentation for vector search and retrieval — quickstarts, deployment guides, integrations, and references for self-hosted and Qdrant Cloud. (source)Not dated
Billing & Payments - QdrantDocumentationQdrant Cloud billing explained: usage-based pricing for CPU, memory, and disk, with payment via credit card or AWS, GCP, and Azure Marketplaces. (source)Not dated
Product Quantization for Vector Search - QdrantGuideGuides, comparisons, pricing breakdowns, use cases, and how-to articles. (source)Not dated
Deployment Platforms - QdrantDocumentationDeploy Qdrant Hybrid Cloud on managed Kubernetes platforms such as AWS EKS, GCP GKE, Azure AKS, and Linode LKE with platform-specific guidance. (source)Not dated
Agentic Tools - QdrantDocumentationQdrant agentic tools for AI coding assistants. Start from a single prompt that sets up a free Qdrant Cloud cluster or a local instance and installs the Qdrant Advisor, then use agent skills to diagnose and tune search, memory, scaling, and relevance in a running deployment. (source)Not dated
Capacity Planning - QdrantDocumentationPlan Qdrant cluster capacity: estimate RAM and disk for vectors, payloads, indexes, replication, and quantization to match your workload. (source)Not dated
Managed Cloud - QdrantDocumentationRun Qdrant as a managed service on AWS, GCP, or Azure with high availability, automatic scaling, backups, and zero-downtime version upgrades. (source)Not dated
Account Setup - QdrantDocumentationRegister a Qdrant Cloud account with email, Google, GitHub, or SSO. Create and switch between multiple Cloud accounts, manage account settings, and transfer ownership. (source)Not dated

Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Qdrant is available as a managed cloud service, hybrid cloud, and self-hosted software S36 S9.S36 S9
Platforms and appsQdrant Cloud runs on AWS, GCP, and Azure S36.S36
API and extensibility (API, SDK, webhooks, MCP, plugins)Qdrant Cloud API offers gRPC and REST/JSON interfaces S147.S147
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsPremium tier includes a higher uptime commitment S52.S52
Release activityNot published on the collected pages.—
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2020-10-27 — Domain.com - Network Solutions, LLC
Domain expires2027-10-27
TLS certificateLet's Encrypt, valid, expires 2026-12-17
Security headersHSTS, X-Content-Type-Options, X-Frame-Options, Referrer-Policy
Headers not servedCSP
Server headerNetlify
Mail handled byaspmx.l.google.com, alt1.aspmx.l.google.com
Nameserversns-2036.awsdns-62.co.uk, ns-45.awsdns-05.com

Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s). A gap here means the lookup was unavailable, not that the finding is negative.

21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 1 of 15 maximum
  • Technical health: 88/100
  • Critical issues: 0
  • Warnings: 2
  • Notices: 1

Issues

SeverityIssueValueAffected URL
warningMissing meta description—https://qdrant.tech/
warningMissing canonical URL—https://qdrant.tech/
noticeImages are missing alt text59https://qdrant.tech/

Crawled pages

StatusTitleH1sWordsResponseURL
200Qdrant - Vector Search Engine11268502 mshttps://qdrant.tech/

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct25.0%
search61.3%
search organic56.5%
search paid4.8%
social2.5%
social organic2.4%
social paid0.0%
referrals6.7%
paid referrals0.5%
mail1.2%
gen ai2.9%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention any competitors by name. Evidence gaps include lack of customer reviews, security certifications, and detailed performance benchmarks. Open questions remain about the specifics of the free tier limits and the pricing for the Standard tier.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 pages collected from qdrant.tech, including documentation, pricing, and deployment guides. The collection used static and browser rendering rendering. External proof search was enabled but did not verify any customer claims. Limitations include the absence of third-party reviews and detailed pricing information.

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