# Google Vertex AI Search vs RAGFlow

| Attribute | Google Vertex AI Search | RAGFlow |
|---|---|---|
| **Vioscale score** | 22.7 (25% (low)) | 27.3 (15% (low)) |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | 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. | An AI platform that combines retrieval-augmented generation with autonomous agent features, enabling developers to create production-ready AI systems from complex data sources. It supports multiple deployment models (cloud or self-hosted Docker), integrates with various LLM providers and data sources, and provides streamlined workflows for enterprises of any scale. |
| features.capabilities | `{"multimodal_rag":true,"llm_provider_agnostic":true,"managed_ingestion_pipeline":true}` | - |
| integrations.count | 8 | 12 |
| integrations.list | `[{"name":"Google Cloud Storage"},{"name":"Google Cloud Logging"},{"name":"Google Cloud Monitoring"},{"name":"BigQuery"},{"name":"Cloud Data Fusion"},{"name":"Cloud Dataflow"},{"name":"Cloud Composer"},{"name":"Service Directory"}]` | `[{"name":"Discord"},{"name":"Feishu"},{"name":"Telegram"},{"name":"Line"},{"name":"Confluence"},{"name":"S3"},{"name":"Notion"},{"name":"Google Drive"},{"name":"OpenAI"},{"name":"DeepSeek"},{"name":"Gemini"},{"name":"OpenClaw"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","summary":"Pay-as-you-go for platform tools, storage, compute, and cloud resources. New customers receive $300 in free credits.","currency":"USD","freeTier":false,"sourceUrl":"https://cloud.google.com/vertex-ai-search-and-conversation","retrievedAt":"2026-08-21T11:00:35.778Z"}` | - |
| pricing.free_tier | no | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | unknown | - |
| pricing.transparent | no | - |

## Capabilities (RAG Tools)

| Capability | Google Vertex AI Search | RAGFlow |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Hybrid retrieval | - | - |
| Reranking integration | - | - |
| Multi hop agentic retrieval | - | - |
| Embedding provider agnostic | - | - |
| LLM provider agnostic | ✓ | - |
| Built in rag eval metrics | - | - |
| Citation attribution | - | - |
| Multimodal rag | ✓ | - |
| Managed ingestion pipeline | ✓ | - |
| Open source | - | - |

*Source: Vioscale. Generated 2026-09-01T15:15:14.609Z. "-" = undocumented, not absent.*