# Google Vertex AI Search vs Ragie

**Leader by vioscaleAI score:** Ragie

| Attribute | Google Vertex AI Search | Ragie |
|---|---|---|
| **vioscaleAI score** | 47.2 (34% (low)) | 61.3 (73% (medium)) |
| content.faq | `[{"answer":"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. It is indexed under RAG Tools.","source":"https://cloud.google.com/vertex-ai-search-and-conversation","question":"What is Google Vertex AI Search?","confidence":0.6},{"answer":"Google Vertex AI Search offers a free tier, so you can start without paying. Pricing changes often, so verify at source before relying on it.","source":"https://cloud.google.com/vertex-ai-search-and-conversation","question":"Is Google Vertex AI Search free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Google Vertex AI Search. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://cloud.google.com/vertex-ai-search-and-conversation","question":"What platforms does Google Vertex AI Search support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Google Vertex AI Search, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://cloud.google.com/vertex-ai-search-and-conversation","question":"Can Google Vertex AI Search be self-hosted?","confidence":0.6},{"answer":"We have confirmed 8 integrations for Google Vertex AI Search, including Google Cloud Storage, Google Cloud Logging, Google Cloud Monitoring, BigQuery, Cloud Data Fusion, Cloud Dataflow, Cloud Composer and Service Directory. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://cloud.google.com/vertex-ai-search-and-conversation","question":"What does Google Vertex AI Search integrate with?","confidence":0.6},{"answer":"Google Vertex AI Search is available worldwide. Its primary market is the United States.","source":"https://cloud.google.com/vertex-ai-search-and-conversation","question":"Where is Google Vertex AI Search available?","confidence":0.5}]` | `[{"answer":"Provides document ingestion and chatbot capabilities to help organizations interact with their internal knowledge through natural language. Offers SDKs and integrations for Python, TypeScript, and CLI access. It is indexed under RAG Tools.","source":"https://www.ragie.ai","question":"What is Ragie?","confidence":0.6},{"answer":"Ragie offers a free tier, so you can start without paying. Paid plans start at $0.02. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://www.ragie.ai/pricing","question":"Is Ragie free?","confidence":0.6},{"answer":"Ragie supports a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://www.ragie.ai","question":"What platforms does Ragie support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Ragie, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.ragie.ai/pricing","question":"Can Ragie be self-hosted?","confidence":0.6},{"answer":"We have confirmed 14 integrations for Ragie, including Google Drive, Notion, Slack, Confluence, Gmail, Google Cloud Storage, Salesforce and Zendesk, plus 6 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.ragie.ai","question":"What does Ragie integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Ragie. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Ragie not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.ragie.ai/security-disclosure","question":"What security certifications does Ragie have?","confidence":0.7},{"answer":"Ragie is available worldwide. Its primary market is the United States. The vendor is headquartered in the United States.","source":"https://www.ragie.ai/pricing","question":"Where is Ragie available?","confidence":0.75}]` |
| deployment.options | `{"cloud":true}` | `{"cloud":true}` |
| description.long | A Google-managed cloud solution that enables rapid development of search engines powered by generative AI and retrieval-augmented generation, supporting indexing and searching across websites and enterprise data. | A fully managed retrieval-augmented generation service that automates document ingestion, parsing, indexing, and retrieval to power AI applications with accurate context. |
| features.capabilities | `{"multimodal_rag":true,"llm_provider_agnostic":true,"managed_ingestion_pipeline":true}` | `{"open_source":true,"multimodal_rag":true,"hybrid_retrieval":true,"citation_attribution":true,"llm_provider_agnostic":false,"reranking_integration":true,"built_in_rag_eval_metrics":false,"managed_ingestion_pipeline":true,"embedding_provider_agnostic":false,"multi_hop_agentic_retrieval":true}` |
| integrations.count | 8 | 10 |
| 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":"Gemini","native":true}]` | `[{"name":"Google Drive"},{"name":"Notion"},{"name":"Slack"},{"name":"Confluence"},{"name":"Gmail"},{"name":"Google Cloud Storage"},{"name":"Salesforce"},{"name":"Zendesk"},{"name":"Dropbox"},{"name":"Amazon S3"},{"name":"Web crawler"},{"name":"WordPress"},{"name":"YouTube"},{"name":"Model Context Protocol (MCP)","native":true,"direction":"bidirectional"}]` |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","summary":"Usage-based pricing for tools, storage, compute, and cloud resources. New customers receive $300 in free credits.","currency":"USD","freeTier":true,"sourceUrl":"https://cloud.google.com/vertex-ai-search-and-conversation","retrievedAt":"2026-09-06T13:44:28.320Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Developer","summary":"Free","features":["Basic parsing and retrieval","Access to all advanced features","10 GB free streaming storage"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For personal projects or exploring Ragie","contactSales":false,"includedLimits":{"pages":"10,000 total","retrievals":"1,000"}},{"free":false,"name":"Starter","summary":"$100/month plus usage","features":["Unlimited retrievals","Fast mode processing","Hi-res mode processing","Search and storage overage at $0.002/page","All advanced features"],"components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":0.02,"currency":"USD"},{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":0.05,"currency":"USD"}],"description":"Perfect for smaller scale projects","contactSales":false,"includedLimits":{"retrievals":"Unlimited"}},{"free":false,"name":"Pro","summary":"$500/month","features":["Unlimited retrievals","60,000 pages included","Fast and hi-res processing","All advanced features","Overage charges for additional pages"],"commitment":"monthly","components":[{"kind":"fixed","amount":500,"period":"month","currency":"USD"}],"description":"Production ready for small businesses and startups","contactSales":false,"includedLimits":{"pages":"60,000 total","retrievals":"Unlimited"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Custom limits and features","Dedicated SLAs","Web crawler connector (programmatic control)","Advanced security options"],"description":"Dedicated SLAs, designed for growth at scale","contactSales":true}],"addOns":[{"name":"Embedded Connectors","components":[{"kind":"fixed","amount":250,"period":"month","currency":"USD"}]},{"name":"Audio Processing","components":[{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.0067,"currency":"USD"}]},{"name":"Video Processing","components":[{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.025,"currency":"USD"}]},{"name":"Video Streaming","components":[{"per":{"qty":1,"unit":"MB"},"kind":"metered","amount":0.001,"currency":"USD"}]},{"name":"Audio/Video Storage","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.12,"currency":"USD"}]}],"summary":"From $100/month. Free tier available. Transparent usage-based pricing with automatic credit top-ups.","currency":"USD","freeTier":true,"sourceUrl":"https://www.ragie.ai/pricing","retrievedAt":"2026-08-25T15:50:06.011Z","startingPrice":{"amount":100,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | high |
| pricing.starting_price | - | `{"amount":100,"currency":"USD"}` |
| pricing.transparent | no | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"HIPAA","status":"active"}]` |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.soc2 | - | yes |

## Capabilities (RAG Tools)

| Capability | Google Vertex AI Search | Ragie |
|---|:--:|:--:|
| **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: vioscaleAI. Generated 2026-10-16T19:29:58.931Z. "-" = undocumented, not absent.*