Comparison

Amazon Bedrock Knowledge Bases vs Google Vertex AI Search

On the evidence we track, Amazon Bedrock Knowledge Bases leads this comparison with a composite score of 61/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Amazon Bedrock Knowledge Bases61
Google Vertex AI Search23
Score
Vioscale score
Amazon Bedrock Knowledge Bases61 / 100medium · 62%
Google Vertex AI Search23 / 100low · 25%
Pricing
Free tier
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
Model
Amazon Bedrock Knowledge Basesfreemium
Google Vertex AI Searchcommercial
Price level
Amazon Bedrock Knowledge Baseslow
Google Vertex AI Searchunknown
Starting price
Amazon Bedrock Knowledge Bases$0.01
Google Vertex AI Search
Transparent
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
Integrations
Count
Amazon Bedrock Knowledge Bases10
Google Vertex AI Search8
Security
Fedramp
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
Gdpr
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
Hipaa
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
Pci
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
Reliability
Status page
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
Market
Availability

Capabilities

Feature-by-feature on the axes that matter for rag tools. “-” means undocumented, not absent.

Capabilities
Hybrid retrieval
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search-
Reranking integration
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search-
Multi hop agentic retrieval
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search-
Embedding provider agnostic
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search-
LLM provider agnostic
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search
Built in rag eval metrics
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search-
Citation attribution
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search-
Multimodal rag
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search
Managed ingestion pipeline
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search
Open source
Amazon Bedrock Knowledge Bases-
Google Vertex AI Search-

What each one is

The product in its own terms, so the numbers below have context.

Amazon Bedrock Knowledge Bases

Leader

Amazon Bedrock Knowledge Bases is a fully managed service that integrates generative AI applications with company proprietary data sources. It handles data ingestion, embedding, storage, and retrieval from sources like S3, SharePoint, and Confluence, and integrates natively with Bedrock agents to build AI systems without custom code.

Independently observed

Google Vertex AI Search

A comprehensive development platform that enables teams to rapidly create and scale autonomous agents powered by multiple AI model options, with built-in governance, enterprise data grounding, and integration capabilities.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Amazon Bedrock Knowledge Bases

Leader
from $0.01/imageHybridFree tier

Usage-based starting at $0.010 per page and $1.00 per 1,000 API calls. Free managed search index. Multiple tiers available (Standard, Flex, Priority, Reserved).

  • StandardPay per page ($0.010), per Retrieve API call ($1.00/1k), and per image for fine-tuning ($0.005)
    • Knowledge base storage and retrieval
    • Native data connectors
    • Smart parsing
    • Multimodal processing
    • Built-in observability
  • Flex50% discount to Standard tier pricing
    • Knowledge base storage and retrieval
    • Native data connectors
    • Smart parsing
    • Multimodal processing
    • Built-in observability
  • Priority75% premium to Standard tier pricing
    • Knowledge base storage and retrieval
    • Native data connectors
    • Smart parsing
    • Multimodal processing
    • Built-in observability
  • ReservedPer-hour pricing per model unit with commitment discounts
    • Reserved model units
    • Committed pricing
as of verify ↗

Google Vertex AI Search

Usage-based

Pay-as-you-go for platform tools, storage, compute, and cloud resources. New customers receive $300 in free credits.

as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
CLI
Amazon Bedrock Knowledge Bases
Google Vertex AI Search
Deployment
Cloud / SaaS
Amazon Bedrock Knowledge Bases
Google Vertex AI Search

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Amazon Bedrock Knowledge Bases

Leader
10 total
  • Amazon S3
  • SharePoint
  • Confluence
  • Google Drive
  • OneDrive
  • Web crawlers
  • Amazon Bedrock AgentCore
  • Asana
  • LangChain
  • Strands
Independently observed

Google Vertex AI Search

8 total
  • Google Cloud Storage
  • Google Cloud Logging
  • Google Cloud Monitoring
  • BigQuery
  • Cloud Data Fusion
  • Cloud Dataflow
  • Cloud Composer
  • Service Directory
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.

Amazon Bedrock Knowledge Bases vs Google Vertex AI Search: an evidence-based comparison · Vioscale