# Amazon Bedrock Knowledge Bases vs Ragie

| Attribute | Amazon Bedrock Knowledge Bases | Ragie |
|---|---|---|
| **vioscaleAI score** | 58.2 (74% (medium)) | 61.3 (73% (medium)) |
| content.faq | `[{"answer":"A fully managed AWS service that automatically handles document ingestion, multimodal content parsing, embedding generation, and intelligent retrieval with optional AI-powered multi-step query planning for complex information lookups. It is indexed under RAG Tools.","source":"https://aws.amazon.com/bedrock/pricing/","question":"What is Amazon Bedrock Knowledge Bases?","confidence":0.6},{"answer":"Amazon Bedrock Knowledge Bases offers a free tier, so you can start without paying. Paid plans start at $0.01. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://aws.amazon.com/bedrock/pricing/","question":"Is Amazon Bedrock Knowledge Bases free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Amazon Bedrock Knowledge Bases. 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://aws.amazon.com/bedrock/pricing/","question":"What platforms does Amazon Bedrock Knowledge Bases support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Amazon Bedrock Knowledge Bases, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://aws.amazon.com/bedrock/pricing/","question":"Can Amazon Bedrock Knowledge Bases be self-hosted?","confidence":0.6},{"answer":"We have confirmed 11 integrations for Amazon Bedrock Knowledge Bases, including Amazon S3, SharePoint, Confluence, Google Drive, OneDrive, Web crawlers, Amazon Bedrock AgentCore and Asana, plus 3 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://aws.amazon.com/bedrock/pricing/","question":"What does Amazon Bedrock Knowledge Bases integrate with?","confidence":0.6},{"answer":"We have independently confirmed HIPAA and GDPR for Amazon Bedrock Knowledge Bases. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Amazon Bedrock Knowledge Bases not holding them. Always confirm compliance directly before you rely on it.","source":"https://aws.amazon.com/trust-center/?nc1=f_cc","question":"What security certifications does Amazon Bedrock Knowledge Bases have?","confidence":0.7},{"answer":"Amazon Bedrock Knowledge Bases is available in the United States, India, Brazil, Indonesia, Japan, Sweden, Germany and Ireland. Its primary markets are the United States and the EU. The vendor is headquartered in the United States.","source":"https://aws.amazon.com/bedrock/pricing/","question":"Where is Amazon Bedrock Knowledge Bases available?","confidence":0.75}]` | `[{"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 | Amazon Bedrock Knowledge Bases automates linking AI models to your organization's data, from extracting and indexing documents to executing intelligent searches that provide models with current, relevant context. | A fully managed retrieval-augmented generation service that automates document ingestion, parsing, indexing, and retrieval to power AI applications with accurate context. |
| features.capabilities | `{"open_source":false,"multimodal_rag":true,"llm_provider_agnostic":true,"reranking_integration":true,"built_in_rag_eval_metrics":true,"managed_ingestion_pipeline":true,"multi_hop_agentic_retrieval":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 | 7 | 10 |
| integrations.list | `[{"name":"Amazon S3"},{"name":"SharePoint"},{"name":"Confluence"},{"name":"Google Drive"},{"name":"OneDrive"},{"name":"Web crawlers"},{"name":"Amazon Bedrock AgentCore"},{"name":"Asana"},{"name":"LangChain"},{"name":"Strands"},{"name":"S3","native":true,"category":"storage","direction":"inbound"},{"name":"Bedrock Data Automation","native":true,"direction":"inbound"},{"name":"Web Crawler","native":true,"category":"web","direction":"inbound"}]` | `[{"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 | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":["US","BR","DE","IE","IN","ID","IT","JP","SE"],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","plans":[{"free":false,"name":"Standard Tier","summary":"Free parsing, $1.00 per 1,000 Agentic API calls, $0.010 per page processed","features":["Multimodal document parsing","Embeddings generation","Standard retrieval API","Agentic multi-step retrieval","Native connectors to S3, SharePoint, Confluence, OneDrive, Google Drive","Web crawler support","Session memory and observability"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"},{"kind":"per_unit","unit":"1000 Agentic Retrieve API calls","amount":1,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":0.01,"currency":"USD"}],"description":"Pay-per-use pricing based on data processing and API calls","contactSales":false}],"summary":"Usage-based pricing: free multimodal parsing, $1.00 per 1,000 Agentic Retrieve API calls, $0.010 per processed page","currency":"USD","sourceUrl":"https://aws.amazon.com/bedrock/pricing/","retrievedAt":"2026-09-28T13:42:48.025Z","startingPrice":{"amount":0,"period":"month","currency":"USD"},"billingPeriods":["month"]}` | `{"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 | commercial | freemium |
| pricing.price_level | free | high |
| pricing.starting_price | `{"amount":0,"currency":"USD"}` | `{"amount":100,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| reliability.status_page | yes | - |
| security.certifications | `[{"name":"PCI-DSS","status":"active","evidenceUrl":"https://aws.amazon.com/compliance/"},{"name":"HIPAA/HITECH","status":"active","evidenceUrl":"https://aws.amazon.com/compliance/"},{"name":"FedRAMP","status":"active","evidenceUrl":"https://aws.amazon.com/compliance/"},{"name":"GDPR","status":"active","evidenceUrl":"https://aws.amazon.com/compliance/"},{"name":"FIPS 140-3","status":"active","evidenceUrl":"https://aws.amazon.com/compliance/"},{"name":"NIST 800-171","status":"active","evidenceUrl":"https://aws.amazon.com/compliance/"}]` | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"HIPAA","status":"active"}]` |
| security.disclosure_policy | yes | yes |
| security.fedramp | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.pci | yes | - |
| security.soc2 | - | yes |
| security.trust_center | https://aws.amazon.com/security/ | - |

## Capabilities (RAG Tools)

| Capability | Amazon Bedrock Knowledge Bases | 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 2026-10-16T19:18:59.288Z. "-" = undocumented, not absent.*