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Head-to-head · Search Databases

Meilisearch vs Google Vertex AI Search

  • Updated Sep 2026
  • Both researched from official sources
  • 3 checks side by side
Higher score Meilisearch #4 in Search Databases 8.1/10 Free plan · paid from $20/mo · 14-day trial Free plan✓ 2 of 2 features Visit Meilisearch

Meilisearch leads on 1 check, Google Vertex AI Search on 0, and 2 are even. Who comes out ahead on the 3 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreMeilisearch · 8.1/10
  • Free planonly Meilisearch

Meilisearch scores higher on our rubric for search databases: 8.1 against 6.2 out of 10; our editors rank them #4 and #12.

Meilisearch offers free plan; Google Vertex AI Search doesn't. On primary search mode, Google Vertex AI Search gives you Hybrid where Meilisearch offers Full-text. On deployment, Meilisearch gives you Both where Google Vertex AI Search offers Cloud.

Meilisearch is the better fit for fast developer-friendly hosted or self-hosted search. Google Vertex AI Search is the better fit for managed enterprise search on Google Cloud.

  • Meilisearch fits best

    Fast developer-friendly hosted or self-hosted search

  • Google Vertex AI Search fits best

    Managed enterprise search on Google Cloud

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Side by side

Feature Meilisearch 8.1/10 Visit ↗ Google Vertex AI Search 6.2/10 Visit ↗
At a glance
Editor score 8.1 6.2
Ranking #4 in Search Databases #12 in Search Databases
Best for Fast developer-friendly hosted or self-hosted search Managed enterprise search on Google Cloud
Pricing model Free plan + paid Paid
Starting price $20/mo Not published
Free plan ✓ (best) —
Free trial — —
Deployment Cloud, Self-hosted Cloud
Platforms Web Web
Support Email, Community, Docs Community, Docs
Integrations 20 integrations 5 integrations
Built for Solo, Small business, Mid-market, Enterprise Mid-market, Enterprise
Features Meilisearch 2/2 · Google Vertex AI Search 2/2
Vector search ✓ ✓
Faceted search ✓ ✓
Specs
Primary search mode Full-text Hybrid
Deployment Both Cloud
Index limit Not published Not published
Query interface REST REST
Our review
Pros
  • Typo-tolerant full-text, faceted, vector, hybrid, and federated search
  • Self-hosted open-source deployment plus a managed Cloud option
  • Official SDKs and integrations across major languages and frameworks
  • Combines keyword, semantic, vector, filtered, and faceted search
  • Searches websites, structured data, and unstructured documents
  • Adds grounded answers, personalization, and REST APIs
Cons
  • Cloud billing is usage-based or resource-based
  • SSO SAML and SOC 2 compliance are limited to Enterprise
  • The free trial lasts 14 days
  • No free plan is available
  • Cloud-only deployment limits hosting options
  • Pricing spans query, throughput, and storage units
Our verdict

Meilisearch is a search engine for websites and applications, available as self-hosted open-source software or a managed cloud service. It is aimed at developers who need fast full-text search with typo tolerance, relevance ranking,…

Read the review →

Google Vertex AI Search is a managed search and content-discovery service for applications using websites, structured data, and unstructured documents. It is aimed at teams building enterprise search experiences on Google Cloud through the…

Read the review →
  1. MeilisearchSearch Databases 8.1Free plan · paid from $20/mo · 14-day trial
  2. Google Vertex AI SearchSearch Databases 6.2From $1.50

Strengths and trade-offs

  • Meilisearch — where it wins

    • Typo-tolerant full-text, faceted, vector, hybrid, and federated search
    • Self-hosted open-source deployment plus a managed Cloud option
    • Official SDKs and integrations across major languages and frameworks

    Where it doesn't

    • Cloud billing is usage-based or resource-based
    • SSO SAML and SOC 2 compliance are limited to Enterprise
    • The free trial lasts 14 days
  • Google Vertex AI Search — where it wins

    • Combines keyword, semantic, vector, filtered, and faceted search
    • Searches websites, structured data, and unstructured documents
    • Adds grounded answers, personalization, and REST APIs

    Where it doesn't

    • No free plan is available
    • Cloud-only deployment limits hosting options
    • Pricing spans query, throughput, and storage units
  • Meilisearch8.1/10 · Free plan · paid from $20/mo · 14-day trial

    A flexible search engine combining open-source deployment with managed cloud access.

    Visit MeilisearchFull verdict →
  • Google Vertex AI Search6.2/10 · From $1.50

    A capable Google Cloud search service with broad retrieval and generative-answer features.

    Visit Google CloudFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026

Last updated · How we research and update