# Contextual AI vs Ragie

**Leader by vioscaleAI score:** Ragie

| Attribute | Contextual AI | Ragie |
|---|---|---|
| **vioscaleAI score** | 52.8 (61% (medium)) | 61.3 (73% (medium)) |
| content.faq | `[{"answer":"A unified platform that enables enterprises to rapidly build and deploy specialized AI agents capable of reasoning across complex enterprise data, technical documentation, and institutional knowledge to automate high-value tasks at scale with grounded, accurate responses. It is indexed under RAG Tools.","source":"https://contextual.ai/pricing","question":"What is Contextual AI?","confidence":0.6},{"answer":"Contextual AI is sold across 2 plans: On-demand and Enterprise. We have not confirmed a published price for every tier. There is no free tier. Pricing changes often, so verify at source before relying on it.","source":"https://contextual.ai/pricing","question":"How much does Contextual AI cost?","confidence":0.6},{"answer":"Contextual AI supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://contextual.ai/pricing","question":"What platforms does Contextual AI support?","confidence":0.6},{"answer":"Not fully, on what we have confirmed. Contextual AI is offered as cloud / SaaS and hybrid, and a hybrid deployment usually means some components can run on your own infrastructure while the rest stays vendor-hosted. We have not confirmed a completely self-hosted option, so check with the vendor if that is a requirement.","source":"https://contextual.ai/pricing","question":"Can Contextual AI be self-hosted?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Contextual AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Contextual AI not holding them. Always confirm compliance directly before you rely on it.","source":"https://contextual.ai/security/vulnerability-disclosure-program","question":"What security certifications does Contextual AI have?","confidence":0.7},{"answer":"Contextual AI is available worldwide. Its primary markets are the United States and the EU.","source":"https://contextual.ai/pricing","question":"Where is Contextual AI 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,"hybrid":true}` | `{"cloud":true}` |
| description.long | A unified platform that enables enterprises to rapidly build and deploy specialized AI agents capable of reasoning across complex enterprise data, technical documentation, and institutional knowledge to automate high-value tasks at scale with grounded, accurate responses. | 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,"citation_attribution":true,"llm_provider_agnostic":false,"reranking_integration":true,"built_in_rag_eval_metrics":true,"managed_ingestion_pipeline":true,"embedding_provider_agnostic":false,"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 | 1 | 10 |
| integrations.list | `[{"name":"Google Cloud"}]` | `[{"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","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":false,"name":"On-demand","summary":"Pay-as-you-go with $25 free credits","features":["Unlimited users","Document access entitlements","Usage analytics","Pipeline observability","Simple text document ingestion","Maximum 1 data integration","Query reformulation and decomposition","Document retrieval","Response generation with groundedness evaluation","Contextual SaaS deployment"],"commitment":"monthly","description":"Usage-based pricing with included free credits","contactSales":false,"includedLimits":{"free_credits":"$25"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Unlimited users","User roles and admin permissions","Document access entitlements","SOC2 Type II compliance","HIPAA compliance","SAML/SSO","Role-based access control","Usage analytics","Pipeline observability","Uptime SLA","Complex document processing with charts and images","Unstructured data support","Structured data support","UI-based and continuous data ingestion","Unlimited data integrations","Dedicated support","Onboarding services","Custom development support","Custom data retention","Customer VPC or SaaS deployment"],"description":"Custom pricing with enterprise security and performance features","contactSales":true}],"addOns":[{"name":"Parse - Text Only","components":[{"per":{"qty":1000,"unit":"pages"},"kind":"metered","amount":3,"currency":"USD"}]},{"name":"Parse - Multimodal","components":[{"per":{"qty":1000,"unit":"pages"},"kind":"metered","amount":40,"currency":"USD"}]},{"name":"Rerank v2","components":[{"per":{"qty":1,"unit":"million tokens"},"kind":"metered","amount":0.05,"currency":"USD"}]},{"name":"Rerank v2 Mini","components":[{"per":{"qty":1,"unit":"million tokens"},"kind":"metered","amount":0.02,"currency":"USD"}]},{"name":"Generate - Input Tokens","components":[{"per":{"qty":1,"unit":"million tokens"},"kind":"metered","amount":3,"currency":"USD"}]},{"name":"Generate - Output Tokens","components":[{"per":{"qty":1,"unit":"million tokens"},"kind":"metered","amount":15,"currency":"USD"}]}],"summary":"On-demand usage-based pricing from $25 free credits, or Enterprise with custom pricing. Component APIs available separately.","currency":"USD","freeTier":false,"sourceUrl":"https://contextual.ai/pricing","retrievedAt":"2026-08-25T15:36:22.486Z","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 | no | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | unknown | high |
| pricing.starting_price | - | `{"amount":100,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| security.certifications | - | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"HIPAA","status":"active"}]` |
| security.disclosure_policy | yes | yes |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.soc2 | yes | yes |

## Capabilities (RAG Tools)

| Capability | Contextual AI | 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 2026-10-16T20:59:45.836Z. "-" = undocumented, not absent.*