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Site Search · Reviewed 23 Oct 2026

Meilisearch

Fast, flexible search engine with AI retrieval for websites and apps.

from $30 · free tier · meilisearch.com ↗

Paid against free › Site Search › Meilisearch

Meilisearch at a glance
152.5KEstimated total trafficModeled monthly visits7.7KRanking keywordsPublic search sample99/100Technical health15 pages checked0Referring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Meilisearch is a search engine that indexes content and makes it accessible to both humans and AI through fast full-text, semantic, and hybrid search from a single API S16. It is used by developers and teams to add search to websites, apps, and internal tools, solving the problem of making large datasets quickly discoverable S50 S16. Its practical value is a unified platform for search and AI retrieval, deployable in minutes via cloud or self-hosted open source S2 S16.

02

Product identity and positioning

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

  • Identity: Meilisearch is a search engine and AI retrieval platform S50.
  • Core purpose: Solves the problem of making content accessible to humans and AI through fast search and retrieval S16.
  • Intended users: Developers and teams building search into websites, applications, and internal tools S50 S16.
  • Product scope: A single product with a REST API and SDKs, not a platform family S16.
  • Positioning: Positioned as a unified information retrieval platform with AI-powered hybrid search S50.
  • Claimed distinction: Claims to combine keyword precision with semantic understanding for better results S1.
03

Use cases and audiences

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

AudiencePractical use case
E-commerce teamsPower product search with faceted filtering and fast results to boost conversions S136.
App developersIntegrate instant search into mobile and web apps using SDKs and APIs S122.
Internal tool buildersMake company knowledge searchable across documents, databases, and APIs S16.
AI application developersBuild RAG pipelines with vector search and LangChain integration S2.
Content platformsHelp visitors find content instantly across articles, video, and audio S121.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Full-text searchProvides fast, typo-tolerant keyword search with no query syntax S122.
Hybrid searchCombines keyword and semantic search for better relevance S50.
AI-powered RAGConnects LLMs to your content for grounded answers S16.
Multimodal searchEnables text-to-image, visual similarity, and video/audio search S10.
Faceted filteringAllows dynamic filters and refinements for exploring large datasets S1.
GeosearchSupports location-based search queries S50.
Auto-embeddingsAutomatically generates vector embeddings for documents S16.
Multi-tenancySupports tenant tokens to isolate user, team, or org data S122.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
LangChainIntegrationOfficial retriever integration for Python and JavaScript S2.
LlamaIndexIntegrationVector store integration for building RAG pipelines S2.
OpenAI, Cohere, Mistral, HuggingFace, Cloudflare, Voyage AI, Google AI modelIntegrationSupports these embedding providers for vector generation S2.
REST APIAPIProvides a simple HTTP API for any language or framework S122.
SDKs for JavaScript, Python, Ruby, PHP, Go, Rust, Java, Swift, Dart, .NETSDKTyped SDKs for building search into applications S122.
MCPAI interfaceSupports MCP for AI assistant integration S2.

Pricing

11

Pricing and plans

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

Plan or offerVerified price and billingIncludedLimits
Cloud, usage-based$30 per month in the estimator example S105100,000 documents and 50,000 searches in the example S105Starting price shown as $20 per month S105
Cloud, resource-based$23 per month (XS instance) S105Not established0.5 vCPU, 1 GB RAM, disk $5 a month S105
EnterpriseCustom S105SSO SAML, SOC 2, up to 99.999% SLA, analytics, chat S105Not established
Self-hostedFree S105Full infrastructure control S105You manage updates, backups, and scaling S105
Free trial14-day free trial, no credit card required S105Not establishedNot established

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
github.com111meilisearch
reddit.com112hybrid search rag
medium.com113hybrid search rag
aws.amazon.com114meilisearch
redis.io114hybrid search rag
mongodb.com115hybrid search rag
sourceforge.net116meilisearch
elastic.co116hybrid search rag
news.ycombinator.com117meilisearch
youtube.com117hybrid search rag

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

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

13

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 0.8%
MonthSource
—All AI assistants
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
featuresLightning-fast search and AI retrieval, trusted by 20,000+ teams. Fully managed on Meilisearch Cloud, or self-host the open source engine.https://www.meilisearch.com/
featuresOne platform to build, scale, and unify search and AI retrievalhttps://www.meilisearch.com/
featuresLeverage a unified information retrieval platform with AI-powered hybrid search. Deliver fast, relevant results out-of-the-box across private or public data, in apps or websites.https://www.meilisearch.com/
featuresPowering discoverability for 2,000,000+ AI models, datasets, and demoshttps://www.meilisearch.com/solutions/enterprise
featuresOne platform to build, scale, and unify search and AI retrievalhttps://www.meilisearch.com/
featuresBoost my search with AIhttps://www.meilisearch.com/
featuresLeverage a unified information retrieval platform with AI-powered hybrid search. Deliver fast, relevant results out-of-the-box across private or public data, in apps or websites.https://www.meilisearch.com/
integrationsMeilisearch indexes your content and makes it accessible to both humans and AI through search, conversational interfaces, and APIs.https://www.meilisearch.com/docs/getting_started/overview
integrationsMeilisearch indexes your content and makes it accessible to both humans and AI. It stores your documents and embeddings, then exposes them through fast full-text search, semantic search, and conversational interfaces, all from a single API.https://www.meilisearch.com/docs/getting_started/overview
integrationsIndex once, access everywhere. You push your content to Meilisearch. It stores the documents, builds the search indexes, and when configured with an embedder, generates vector embeddings automatically. Your data becomes accessible to both end users and AI systems.https://www.meilisearch.com/docs/getting_started/overview
integrationsAI assistants: connect LLMs to your content with built-in RAG. Users ask questions in natural language and get answers grounded in your data.https://www.meilisearch.com/docs/getting_started/overview

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

14

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gapReview the sampled queries where github.com appears.1 first-page appearances across meilisearch

Website intelligence — Collected evidence

Website evidence gaps

  • customers: 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

15

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

No citation-grounded independent review links were found.

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

  • meilisearch/meilisearch — A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications. ... ⚡ A lightning-fast search engine that fits effortlessly into your apps, websites, and workflow 🔍 Meilisearch is a search engine for fast, relevant full-text, semantic, and hybrid search. The easiest way to get started and run it in production is Meilisearch Cloud: create a project and run your first search in minutes, with no servers to deploy, upgrade, or maintain. The engine is open source
  • Products / Meilisearch — Explore the full range of Meilisearch search features. From lightning-fast full-text search to AI-powered hybrid retrieval. ... ### Full-text search ... ### Hybrid search ... ### RAG infrastructure ... ### Faceted search ... ### Federated search ... ### Multimodal search
  • Self-hosting Meilisearch - Meilisearch Documentation — Meilisearch is a single binary with no external dependencies. You can run it on any Linux, macOS, or Windows machine, on bare metal or in containers. ... provisioning, scaling, security, and updates for you. Self-hosting gives you full control over your
  • Install Meilisearch locally - Meilisearch Documentation — /x86_64` or `aarch64/ ... 2.35+. Check with `ldd --version`. ... 14 Sonoma or later, `amd64` or `arm64`. ... / Windows / Windows Server 2022 or later. Windows OS 10+ may work but is not officially supported.
  • meilisearch/meilisearch — - Hybrid search: Combine the best of both semantic & full-text search to get the most relevant results - Search- ... : enhance your users' search experience with custom filters and ... few lines of code - Sorting: sort results based on price,
  • Meilisearch — # Meilisearch Powerful, fast, and an easy to use search engine - Login: meilisearch - Blog: www.meilisearch.com - Email: bonjour@meilisearch.com - Public repos: 140 - Followers: 1341 - Created: 2018-09-13T19:02:42Z
  • Search with GET - Meilisearch Documentation — Search for documents matching a query in the given index. > Equivalent to the search with POST route in the Meilisearch API. Note: By default this endpoint returns at most 1000 results. Configure `pagination.maxTotalHits` in index settings to change this
  • Conversational Search / Meilisearch — Retrieval-Augmented Generation combines search with AI to deliver accurate, grounded answers. 01 ### User asks a question Natural language input from your chat interface. 02 ### Meilisearch retrieves context Hybrid search finds the most relevant

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.

16

Company, security, and trust

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

SignalFindingSource
Company and ownershipJoin us on our team chat and ask questions!source
Contact and supportContact us to get a quotesource
Legal and privacyNot published on the collected pages.—
Security and complianceSSO SAML and SOC 2 compliancesource
Uptime and status pageUp to 99.999% uptime SLAsource
Domain registered2018-09-19—
Domain expires2027-09-19—

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

17

Documentation and product updates

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

Resource or updateTypeWhat is availableDate or freshness
Welcome to Meilisearch - Meilisearch DocumentationDocumentationMeilisearch indexes your content and makes it accessible to both humans and AI through search, conversational interfaces, and APIs. (source)Not dated
Cracking the code: Symfony's search solution for 12 million words of documentation / MeilisearchDocumentationSymfony navigates search for 30 versions and 12 million words of documentation. (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

18

Technical and delivery signals

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

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Available as fully managed cloud or self-hosted open source S2 S105.S2 S105
Platforms and appsSDKs for iOS and Android via Swift and Dart S122.S122
API and extensibility (API, SDK, webhooks, MCP, plugins)Provides a REST API, SDKs for 10+ languages, and MCP support S16 S2.S16 S2
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsClaims sub-50ms response times and near real-time indexing S122 S136.S122 S136
Release activityNot published on the collected pages.—
19

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2018-09-19 — Cloudflare, Inc.
Domain expires2027-09-19
First archived2019-05-13 — web archive
TLS certificateLet's Encrypt, valid, expires 2027-01-02
Security headersHSTS, X-Content-Type-Options, X-Frame-Options
Headers not servedCSP, Referrer-Policy
Server headercloudflare
Mail handled byaspmx.l.google.com, alt1.aspmx.l.google.com
Nameserversgina.ns.cloudflare.com, doug.ns.cloudflare.com
20

Technical site audit

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

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 99/100
  • Critical issues: 0
  • Warnings: 4
  • Notices: 0

Issues

SeverityIssueValueAffected URL
warningDuplicate title in audit sample2https://www.meilisearch.com/
warningDuplicate title in audit sample2https://www.meilisearch.com/
warningDuplicate meta description in audit sample2https://www.meilisearch.com/
warningDuplicate meta description in audit sample2https://www.meilisearch.com/

Crawled pages

StatusTitleH1sWordsResponseURL
200Meilisearch: Unified Search & AI Retrieval Platform1714123 mshttps://www.meilisearch.com/
200Meilisearch: Unified Search & AI Retrieval Platform1714104 mshttps://www.meilisearch.com/
200Pricing \Meilisearch1702286 ms
200Blog \Meilisearch15971,074 ms
200Full-Text Search \Meilisearch1701365 ms
200Hybrid Search \Meilisearch1769290 ms
200Multimodal Search \Meilisearch1710309 ms
200Faceted Search \Meilisearch1625404 ms
200RAG Infrastructure \Meilisearch1997515 ms
200Federated Search \Meilisearch1770349 ms
200Welcome to Meilisearch - Meilisearch Documentation1720186 mshttps://www.meilisearch.com/docs/getting_started/overview
200Official SDKs and libraries - Meilisearch Documentation1512204 mshttps://www.meilisearch.com/docs/resources/help/sdks
200Product Roadmap \Meilisearch11628345 ms
200Search Personalization \Meilisearch1725360 ms
200Conversational Search \Meilisearch1970226 ms

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

21

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct41.0%
search49.5%
search organic49.5%
search paid0.0%
social1.7%
social organic1.7%
social paid0.0%
referrals6.4%
paid referrals0.1%
mail0.5%
gen ai0.8%
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

22

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention specific competitors except Algolia in a pricing blog post S175. Evidence gaps include lack of detailed customer reviews, specific customer names beyond CarbonGraph, and absence of legal or ownership information. Open questions remain about data export capabilities and release cadence.

23

Sources, method, and limitations

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

This report is based on 15 collected pages from meilisearch.com, including product pages, documentation, pricing, and solutions pages. The evidence catalog includes 175 entries from these pages. External proof search was enabled but only verified the existence of linked results, not their content. Limitations include potential marketing bias in claims and lack of independent verification of performance or customer metrics.

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