{"data":{"entities":[{"slug":"epsilla","name":"Epsilla","tagline":"Build Vertical AI Agents Without Engineering Overhead","homepage":"https://epsilla.com","category":{"slug":"vector-db","name":"Vector Databases"},"vendor":null,"score":{"composite":69,"confidence":0.29,"confidenceBand":"low","breakdown":{"price_level":{"value":50,"weight":6,"present":true,"contribution":300},"reliability":{"value":95,"weight":10,"present":true,"contribution":950},"capabilities":{"value":45.8,"weight":17,"present":true,"contribution":778.9},"integrations":{"value":0,"weight":8,"present":false,"contribution":0},"security_posture":{"value":0,"weight":18,"present":false,"contribution":0},"pricing_transparency":{"value":100,"weight":8,"present":true,"contribution":800}},"computedAt":"2026-08-04T11:04:39.228Z"},"uri":"https://www.vioscale.ai/software/epsilla","aliases":["epsilla"],"status":"active","facts":{"deployment":[{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}}],"description":[{"attribute":"description.long","value":"Epsilla is an Agent-as-a-Service platform for building and deploying AI agents without engineering overhead, featuring a no-code builder, RAG capabilities, and flexible deployment options.","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}}],"features":[{"attribute":"features.capabilities","value":{"deployment":"managed","serverless":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"parent_feature"},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}}],"platform":[{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}}],"pricing":[{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":true,"name":"Free Tier","summary":"Free","features":["1 Team Member","1 Project","1 AI Application","1 Knowledge Base","10M Vector Storage","50 Messages/Month (Powered by GPT-4.1)","Community Support","Data Cleared after 30 Days of Inactivity"],"minSeats":1,"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"50/month","projects":"1","team_members":"1","vector_storage":"10M","ai_applications":"1","knowledge_bases":"1"}},{"free":false,"name":"Starter Tier","summary":"$29/month","features":["2 Team Members","1 Project","5 AI Applications","5 Knowledge Bases","1G Vector Storage","500 Messages/Month (Powered by GPT-4.1)","Email Support"],"minSeats":2,"commitment":"monthly","components":[{"kind":"fixed","amount":29,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"500/month","projects":"1","team_members":"2","vector_storage":"1G","ai_applications":"5","knowledge_bases":"5"}},{"free":false,"name":"Professional Tier","summary":"$249/month","features":["20 Team Members","10 Projects","50 AI Applications","50 Knowledge Bases","10G Vector Storage","5000 Messages/Month (Powered by GPT-4.1)","Dedicated Support Channel","AI Concierge"],"minSeats":20,"commitment":"monthly","components":[{"kind":"fixed","amount":249,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"5000/month","projects":"10","team_members":"20","vector_storage":"10G","ai_applications":"50","knowledge_bases":"50"}},{"free":false,"name":"AI Concierge","summary":"$2,499/month","features":["Everything in Professional","Fractional Forward Deployed AI Engineer","Done-For-You AI Agent & Workflow Build-Out","Domain-to-AI Enablement","Weekly Strategy & Review Calls","Custom Integration Support","Priority Support Channel","Ongoing Optimization"],"commitment":"monthly","components":[{"kind":"fixed","amount":2499,"period":"month","currency":"USD"}],"description":"Includes fractional forward deployed AI engineer from Epsilla team","contactSales":false},{"free":false,"name":"Enterprise Tier","summary":"Custom pricing","features":["Unlimited Team Members","Unlimited Projects","Unlimited AI Applications","Unlimited Knowledge Bases","Unlimited Vector Storage","Unlimited Messages/Month (any LLM Provider)","Extensive White-Labeling","SSO (SAML and OIDC)","On-Prem Deployment Options","Consulting and Customization","Premium Support with SLAs"],"contactSales":true,"includedLimits":{"messages":"Unlimited","projects":"Unlimited","team_members":"Unlimited","vector_storage":"Unlimited","ai_applications":"Unlimited","knowledge_bases":"Unlimited"}}],"addOns":[{"name":"Team Member","components":[{"kind":"per_unit","unit":"seat","amount":12,"period":"month","currency":"USD"}]},{"name":"AI Application","components":[{"kind":"per_unit","unit":"application","amount":2,"period":"month","currency":"USD"}]},{"name":"Knowledge Base","components":[{"kind":"per_unit","unit":"database","amount":2,"period":"month","currency":"USD"}]},{"name":"Vector Storage","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":18,"period":"month","currency":"USD"}]},{"name":"Messages","components":[{"per":{"qty":100,"unit":"messages"},"kind":"metered","amount":3,"period":"month","currency":"USD"}]},{"name":"Remove \"Powered By Epsilla\"","components":[{"kind":"fixed","amount":39,"period":"month","currency":"USD"}]}],"summary":"Free tier through $2,499/month. Custom pricing for Enterprise. Metered add-ons $2–39/month.","currency":"USD","freeTier":true,"sourceUrl":"https://epsilla.com","retrievedAt":"2026-08-03T13:12:38.383Z","startingPrice":{"amount":29,"period":"month","currency":"USD"},"billingPeriods":["month","year"]},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.price_level","value":"mid","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.starting_gbp","value":29,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}}],"reliability":[{"attribute":"reliability.sla_pct","value":99.9,"provenance":{"source":"https://epsilla.com/sla","sourceType":"crawler:website","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.epsilla.com","sourceType":"crawler:website","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}}]},"factList":[{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"description.long","value":"Epsilla is an Agent-as-a-Service platform for building and deploying AI agents without engineering overhead, featuring a no-code builder, RAG capabilities, and flexible deployment options.","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"features.capabilities","value":{"deployment":"managed","serverless":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"parent_feature"},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":true,"name":"Free Tier","summary":"Free","features":["1 Team Member","1 Project","1 AI Application","1 Knowledge Base","10M Vector Storage","50 Messages/Month (Powered by GPT-4.1)","Community Support","Data Cleared after 30 Days of Inactivity"],"minSeats":1,"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"50/month","projects":"1","team_members":"1","vector_storage":"10M","ai_applications":"1","knowledge_bases":"1"}},{"free":false,"name":"Starter Tier","summary":"$29/month","features":["2 Team Members","1 Project","5 AI Applications","5 Knowledge Bases","1G Vector Storage","500 Messages/Month (Powered by GPT-4.1)","Email Support"],"minSeats":2,"commitment":"monthly","components":[{"kind":"fixed","amount":29,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"500/month","projects":"1","team_members":"2","vector_storage":"1G","ai_applications":"5","knowledge_bases":"5"}},{"free":false,"name":"Professional Tier","summary":"$249/month","features":["20 Team Members","10 Projects","50 AI Applications","50 Knowledge Bases","10G Vector Storage","5000 Messages/Month (Powered by GPT-4.1)","Dedicated Support Channel","AI Concierge"],"minSeats":20,"commitment":"monthly","components":[{"kind":"fixed","amount":249,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"5000/month","projects":"10","team_members":"20","vector_storage":"10G","ai_applications":"50","knowledge_bases":"50"}},{"free":false,"name":"AI Concierge","summary":"$2,499/month","features":["Everything in Professional","Fractional Forward Deployed AI Engineer","Done-For-You AI Agent & Workflow Build-Out","Domain-to-AI Enablement","Weekly Strategy & Review Calls","Custom Integration Support","Priority Support Channel","Ongoing Optimization"],"commitment":"monthly","components":[{"kind":"fixed","amount":2499,"period":"month","currency":"USD"}],"description":"Includes fractional forward deployed AI engineer from Epsilla team","contactSales":false},{"free":false,"name":"Enterprise Tier","summary":"Custom pricing","features":["Unlimited Team Members","Unlimited Projects","Unlimited AI Applications","Unlimited Knowledge Bases","Unlimited Vector Storage","Unlimited Messages/Month (any LLM Provider)","Extensive White-Labeling","SSO (SAML and OIDC)","On-Prem Deployment Options","Consulting and Customization","Premium Support with SLAs"],"contactSales":true,"includedLimits":{"messages":"Unlimited","projects":"Unlimited","team_members":"Unlimited","vector_storage":"Unlimited","ai_applications":"Unlimited","knowledge_bases":"Unlimited"}}],"addOns":[{"name":"Team Member","components":[{"kind":"per_unit","unit":"seat","amount":12,"period":"month","currency":"USD"}]},{"name":"AI Application","components":[{"kind":"per_unit","unit":"application","amount":2,"period":"month","currency":"USD"}]},{"name":"Knowledge Base","components":[{"kind":"per_unit","unit":"database","amount":2,"period":"month","currency":"USD"}]},{"name":"Vector Storage","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":18,"period":"month","currency":"USD"}]},{"name":"Messages","components":[{"per":{"qty":100,"unit":"messages"},"kind":"metered","amount":3,"period":"month","currency":"USD"}]},{"name":"Remove \"Powered By Epsilla\"","components":[{"kind":"fixed","amount":39,"period":"month","currency":"USD"}]}],"summary":"Free tier through $2,499/month. Custom pricing for Enterprise. Metered add-ons $2–39/month.","currency":"USD","freeTier":true,"sourceUrl":"https://epsilla.com","retrievedAt":"2026-08-03T13:12:38.383Z","startingPrice":{"amount":29,"period":"month","currency":"USD"},"billingPeriods":["month","year"]},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.price_level","value":"mid","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.starting_gbp","value":29,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"reliability.sla_pct","value":99.9,"provenance":{"source":"https://epsilla.com/sla","sourceType":"crawler:website","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.epsilla.com","sourceType":"crawler:website","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}}],"claimed":false,"updatedAt":"2026-08-03T13:14:38.376Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/epsilla","markdown":"https://www.vioscale.ai/software/epsilla.md","html":"https://www.vioscale.ai/software/epsilla"}},{"slug":"weaviate","name":"Weaviate","tagline":"","homepage":"https://weaviate.io","category":{"slug":"vector-db","name":"Vector Databases"},"vendor":null,"score":{"composite":68.7,"confidence":0.43,"confidenceBand":"low","breakdown":{"price_level":{"value":80,"weight":0.045,"present":true,"contribution":3.6},"reliability":{"value":97.5,"weight":0.076,"present":true,"contribution":7.4},"capabilities":{"value":57.8,"weight":0.129,"present":true,"contribution":7.5},"github_stars":{"value":79.6,"weight":0.053,"present":true,"contribution":4.2},"integrations":{"value":0,"weight":0.061,"present":false,"contribution":0},"github_activity":{"value":63.1,"weight":0.152,"present":true,"contribution":9.6},"release_cadence":{"value":99.4,"weight":0.091,"present":true,"contribution":9},"security_posture":{"value":60,"weight":0.136,"present":true,"contribution":8.2},"package_downloads":{"value":0,"weight":0.045,"present":false,"contribution":0},"pricing_transparency":{"value":25,"weight":0.061,"present":true,"contribution":1.5},"stackoverflow_activity":{"value":0,"weight":0.152,"present":false,"contribution":0}},"computedAt":"2026-08-05T13:34:49.161Z"},"uri":"https://www.vioscale.ai/software/weaviate","aliases":["weaviate"],"status":"active","facts":{"security":[{"attribute":"security.soc2","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.48,"snapshotRef":null}},{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://weaviate.io/security.txt","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://weaviate.io/security","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.75,"snapshotRef":null}},{"attribute":"security.hipaa","value":true,"provenance":{"source":"https://weaviate.io/security","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.75,"snapshotRef":null}}],"activity":[{"attribute":"activity.commits_last_30d","value":100,"provenance":{"source":"https://github.com/weaviate/weaviate/pulse","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.65,"snapshotRef":null}}],"adoption":[{"attribute":"adoption.github_stars","value":16677,"provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.9,"snapshotRef":null}}],"deployment":[{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"self_hosted":true},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}],"description":[{"attribute":"description.long","value":"Open-source vector database for storing and searching high-dimensional vectors, with built-in embeddings, RAG, and AI agent query capabilities.","provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}],"features":[{"attribute":"features.capabilities","value":{"deployment":"self_hosted","serverless":true,"hybrid_search":true,"licence_class":"permissive_oss","multi_tenancy":true,"product_class":"dedicated_dbms","horizontal_scale":"sharded_distributed"},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}],"language":[{"attribute":"language.primary","value":"Go","provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.9,"snapshotRef":null}}],"license":[{"attribute":"license.spdx","value":"BSD-3-Clause","provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.95,"snapshotRef":null}}],"platform":[{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}],"pricing":[{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.48,"snapshotRef":null}},{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.8,"snapshotRef":null}},{"attribute":"pricing","value":{"type":"hybrid","freeTier":true,"sourceUrl":"https://weaviate.io","retrievedAt":"2026-08-05T13:28:29.566Z"},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.price_level","value":"low","provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}],"release":[{"attribute":"release.cadence_days","value":1,"provenance":{"source":"https://github.com/weaviate/weaviate/releases","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.7,"snapshotRef":null}}],"reliability":[{"attribute":"reliability.sla_pct","value":99.95,"provenance":{"source":"https://weaviate.io/sla","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.6,"snapshotRef":null}},{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.6,"snapshotRef":null}}],"market":[{"attribute":"market.availability","value":{"hqCountry":"NL","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://weaviate.io","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.75,"snapshotRef":null}}]},"factList":[{"attribute":"security.soc2","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.48,"snapshotRef":null}},{"attribute":"activity.commits_last_30d","value":100,"provenance":{"source":"https://github.com/weaviate/weaviate/pulse","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.65,"snapshotRef":null}},{"attribute":"adoption.github_stars","value":16677,"provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.9,"snapshotRef":null}},{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"self_hosted":true},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"description.long","value":"Open-source vector database for storing and searching high-dimensional vectors, with built-in embeddings, RAG, and AI agent query capabilities.","provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"features.capabilities","value":{"deployment":"self_hosted","serverless":true,"hybrid_search":true,"licence_class":"permissive_oss","multi_tenancy":true,"product_class":"dedicated_dbms","horizontal_scale":"sharded_distributed"},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"language.primary","value":"Go","provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.9,"snapshotRef":null}},{"attribute":"license.spdx","value":"BSD-3-Clause","provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.95,"snapshotRef":null}},{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.48,"snapshotRef":null}},{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.8,"snapshotRef":null}},{"attribute":"release.cadence_days","value":1,"provenance":{"source":"https://github.com/weaviate/weaviate/releases","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.7,"snapshotRef":null}},{"attribute":"reliability.sla_pct","value":99.95,"provenance":{"source":"https://weaviate.io/sla","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.6,"snapshotRef":null}},{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.6,"snapshotRef":null}},{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://weaviate.io/security.txt","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://weaviate.io/security","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.75,"snapshotRef":null}},{"attribute":"security.hipaa","value":true,"provenance":{"source":"https://weaviate.io/security","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.75,"snapshotRef":null}},{"attribute":"market.availability","value":{"hqCountry":"NL","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://weaviate.io","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.75,"snapshotRef":null}},{"attribute":"pricing","value":{"type":"hybrid","freeTier":true,"sourceUrl":"https://weaviate.io","retrievedAt":"2026-08-05T13:28:29.566Z"},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.price_level","value":"low","provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}},{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}],"market":{"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[],"primaryMarkets":[],"hqCountry":"NL"},"claimed":false,"updatedAt":"2026-08-05T13:34:49.327Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/weaviate","markdown":"https://www.vioscale.ai/software/weaviate.md","html":"https://www.vioscale.ai/software/weaviate"}}],"attributes":[{"attribute":"activity.commits_last_30d","values":{"epsilla":null,"weaviate":{"attribute":"activity.commits_last_30d","value":100,"provenance":{"source":"https://github.com/weaviate/weaviate/pulse","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.65,"snapshotRef":null}}}},{"attribute":"adoption.github_stars","values":{"epsilla":null,"weaviate":{"attribute":"adoption.github_stars","value":16677,"provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.9,"snapshotRef":null}}}},{"attribute":"deployment.options","values":{"epsilla":{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"self_hosted":true},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"description.long","values":{"epsilla":{"attribute":"description.long","value":"Epsilla is an Agent-as-a-Service platform for building and deploying AI agents without engineering overhead, featuring a no-code builder, RAG capabilities, and flexible deployment options.","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"description.long","value":"Open-source vector database for storing and searching high-dimensional vectors, with built-in embeddings, RAG, and AI agent query capabilities.","provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"features.capabilities","values":{"epsilla":{"attribute":"features.capabilities","value":{"deployment":"managed","serverless":true,"licence_class":"proprietary","multi_tenancy":true,"product_class":"parent_feature"},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"features.capabilities","value":{"deployment":"self_hosted","serverless":true,"hybrid_search":true,"licence_class":"permissive_oss","multi_tenancy":true,"product_class":"dedicated_dbms","horizontal_scale":"sharded_distributed"},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"language.primary","values":{"epsilla":null,"weaviate":{"attribute":"language.primary","value":"Go","provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.9,"snapshotRef":null}}}},{"attribute":"license.spdx","values":{"epsilla":null,"weaviate":{"attribute":"license.spdx","value":"BSD-3-Clause","provenance":{"source":"https://github.com/weaviate/weaviate","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.95,"snapshotRef":null}}}},{"attribute":"market.availability","values":{"epsilla":null,"weaviate":{"attribute":"market.availability","value":{"hqCountry":"NL","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://weaviate.io","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.75,"snapshotRef":null}}}},{"attribute":"platform.support","values":{"epsilla":{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"platform.support","value":{"cli":true,"web":true},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"pricing","values":{"epsilla":{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":true,"name":"Free Tier","summary":"Free","features":["1 Team Member","1 Project","1 AI Application","1 Knowledge Base","10M Vector Storage","50 Messages/Month (Powered by GPT-4.1)","Community Support","Data Cleared after 30 Days of Inactivity"],"minSeats":1,"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"50/month","projects":"1","team_members":"1","vector_storage":"10M","ai_applications":"1","knowledge_bases":"1"}},{"free":false,"name":"Starter Tier","summary":"$29/month","features":["2 Team Members","1 Project","5 AI Applications","5 Knowledge Bases","1G Vector Storage","500 Messages/Month (Powered by GPT-4.1)","Email Support"],"minSeats":2,"commitment":"monthly","components":[{"kind":"fixed","amount":29,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"500/month","projects":"1","team_members":"2","vector_storage":"1G","ai_applications":"5","knowledge_bases":"5"}},{"free":false,"name":"Professional Tier","summary":"$249/month","features":["20 Team Members","10 Projects","50 AI Applications","50 Knowledge Bases","10G Vector Storage","5000 Messages/Month (Powered by GPT-4.1)","Dedicated Support Channel","AI Concierge"],"minSeats":20,"commitment":"monthly","components":[{"kind":"fixed","amount":249,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"messages":"5000/month","projects":"10","team_members":"20","vector_storage":"10G","ai_applications":"50","knowledge_bases":"50"}},{"free":false,"name":"AI Concierge","summary":"$2,499/month","features":["Everything in Professional","Fractional Forward Deployed AI Engineer","Done-For-You AI Agent & Workflow Build-Out","Domain-to-AI Enablement","Weekly Strategy & Review Calls","Custom Integration Support","Priority Support Channel","Ongoing Optimization"],"commitment":"monthly","components":[{"kind":"fixed","amount":2499,"period":"month","currency":"USD"}],"description":"Includes fractional forward deployed AI engineer from Epsilla team","contactSales":false},{"free":false,"name":"Enterprise Tier","summary":"Custom pricing","features":["Unlimited Team Members","Unlimited Projects","Unlimited AI Applications","Unlimited Knowledge Bases","Unlimited Vector Storage","Unlimited Messages/Month (any LLM Provider)","Extensive White-Labeling","SSO (SAML and OIDC)","On-Prem Deployment Options","Consulting and Customization","Premium Support with SLAs"],"contactSales":true,"includedLimits":{"messages":"Unlimited","projects":"Unlimited","team_members":"Unlimited","vector_storage":"Unlimited","ai_applications":"Unlimited","knowledge_bases":"Unlimited"}}],"addOns":[{"name":"Team Member","components":[{"kind":"per_unit","unit":"seat","amount":12,"period":"month","currency":"USD"}]},{"name":"AI Application","components":[{"kind":"per_unit","unit":"application","amount":2,"period":"month","currency":"USD"}]},{"name":"Knowledge Base","components":[{"kind":"per_unit","unit":"database","amount":2,"period":"month","currency":"USD"}]},{"name":"Vector Storage","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":18,"period":"month","currency":"USD"}]},{"name":"Messages","components":[{"per":{"qty":100,"unit":"messages"},"kind":"metered","amount":3,"period":"month","currency":"USD"}]},{"name":"Remove \"Powered By Epsilla\"","components":[{"kind":"fixed","amount":39,"period":"month","currency":"USD"}]}],"summary":"Free tier through $2,499/month. Custom pricing for Enterprise. Metered add-ons $2–39/month.","currency":"USD","freeTier":true,"sourceUrl":"https://epsilla.com","retrievedAt":"2026-08-03T13:12:38.383Z","startingPrice":{"amount":29,"period":"month","currency":"USD"},"billingPeriods":["month","year"]},"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"pricing","value":{"type":"hybrid","freeTier":true,"sourceUrl":"https://weaviate.io","retrievedAt":"2026-08-05T13:28:29.566Z"},"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"pricing.free_tier","values":{"epsilla":{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"pricing.free_tier","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.48,"snapshotRef":null}}}},{"attribute":"pricing.model","values":{"epsilla":{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"pricing.model","value":"freemium","provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.8,"snapshotRef":null}}}},{"attribute":"pricing.price_level","values":{"epsilla":{"attribute":"pricing.price_level","value":"mid","provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"pricing.price_level","value":"low","provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"pricing.starting_gbp","values":{"epsilla":{"attribute":"pricing.starting_gbp","value":29,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":null}},{"attribute":"pricing.transparent","values":{"epsilla":{"attribute":"pricing.transparent","value":true,"provenance":{"source":"https://epsilla.com","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://weaviate.io","sourceType":"assisted:claude-haiku-4-5","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"release.cadence_days","values":{"epsilla":null,"weaviate":{"attribute":"release.cadence_days","value":1,"provenance":{"source":"https://github.com/weaviate/weaviate/releases","sourceType":"crawler:github","retrievedAt":"2026-07-31T21:52:09.814Z","confidence":0.7,"snapshotRef":null}}}},{"attribute":"reliability.sla_pct","values":{"epsilla":{"attribute":"reliability.sla_pct","value":99.9,"provenance":{"source":"https://epsilla.com/sla","sourceType":"crawler:website","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"reliability.sla_pct","value":99.95,"provenance":{"source":"https://weaviate.io/sla","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"reliability.status_page","values":{"epsilla":{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://status.epsilla.com","sourceType":"crawler:website","retrievedAt":"2026-08-03T13:12:38.383Z","confidence":0.6,"snapshotRef":null}},"weaviate":{"attribute":"reliability.status_page","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"security.disclosure_policy","values":{"epsilla":null,"weaviate":{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://weaviate.io/security.txt","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.6,"snapshotRef":null}}}},{"attribute":"security.gdpr","values":{"epsilla":null,"weaviate":{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://weaviate.io/security","sourceType":"crawler:website","retrievedAt":"2026-07-31T23:18:07.619Z","confidence":0.75,"snapshotRef":null}}}},{"attribute":"security.hipaa","values":{"epsilla":null,"weaviate":{"attribute":"security.hipaa","value":true,"provenance":{"source":"https://weaviate.io/security","sourceType":"crawler:website","retrievedAt":"2026-08-05T13:28:29.566Z","confidence":0.75,"snapshotRef":null}}}},{"attribute":"security.soc2","values":{"epsilla":null,"weaviate":{"attribute":"security.soc2","value":true,"provenance":{"source":"https://weaviate.io","sourceType":"crawler:pricing","retrievedAt":"2026-08-05T13:18:14.518Z","confidence":0.48,"snapshotRef":null}}}}],"capabilities":{"category":{"slug":"vector-db","name":"Vector Databases"},"groups":[{"group":"Deployment","rows":[{"axis":{"key":"deployment","label":"Deployment","type":"enum","enumValues":[{"value":"embedded","label":"Embedded"},{"value":"self_hosted","label":"Self-hosted"},{"value":"managed","label":"Managed"}],"group":"Deployment"},"values":{"epsilla":"managed","weaviate":"self_hosted"}},{"axis":{"key":"serverless","label":"Serverless / consumption pricing","type":"bool","group":"Deployment"},"values":{"epsilla":true,"weaviate":true}}]},{"group":"Index","rows":[{"axis":{"key":"ann_index","label":"ANN index (HNSW / IVF / DiskANN / ScaNN / flat)","type":"text","group":"Index"},"values":{"epsilla":null,"weaviate":null}},{"axis":{"key":"distance_metrics","label":"Distance metrics (cosine / dot / Euclidean)","type":"text","group":"Index"},"values":{"epsilla":null,"weaviate":null}}]},{"group":"Query","rows":[{"axis":{"key":"metadata_filtering","label":"Metadata filtering","type":"enum","enumValues":[{"value":"none","label":"None"},{"value":"post_filter","label":"Post-filter"},{"value":"pre_filter","label":"Pre-filter"}],"group":"Query"},"values":{"epsilla":null,"weaviate":null}},{"axis":{"key":"hybrid_search","label":"Hybrid search (dense + sparse fusion)","type":"bool","group":"Query"},"values":{"epsilla":null,"weaviate":true}},{"axis":{"key":"full_text_bm25","label":"Built-in BM25 / lexical","type":"bool","group":"Query"},"values":{"epsilla":null,"weaviate":null}}]},{"group":"Storage","rows":[{"axis":{"key":"quantization","label":"Quantization","type":"enum","enumValues":[{"value":"none","label":"None"},{"value":"scalar","label":"Scalar"},{"value":"product","label":"Product"},{"value":"binary","label":"Binary"}],"group":"Storage"},"values":{"epsilla":null,"weaviate":null}},{"axis":{"key":"storage_tier","label":"On-disk vs in-memory","type":"enum","enumValues":[{"value":"memory_only","label":"Memory-only"},{"value":"disk_backed","label":"Disk-backed"},{"value":"tiered","label":"Tiered"}],"group":"Storage"},"values":{"epsilla":null,"weaviate":null}}]},{"group":"Scale","rows":[{"axis":{"key":"multi_tenancy","label":"Multi-tenancy (namespaces / collections / tenants)","type":"bool","group":"Scale"},"values":{"epsilla":true,"weaviate":true}},{"axis":{"key":"horizontal_scale","label":"Horizontal scale","type":"enum","enumValues":[{"value":"single_node","label":"Single-node"},{"value":"sharded_distributed","label":"Sharded / distributed"}],"group":"Scale"},"values":{"epsilla":null,"weaviate":"sharded_distributed"}}]},{"group":"Consistency","rows":[{"axis":{"key":"consistency","label":"Consistency","type":"enum","enumValues":[{"value":"eventual","label":"Eventual"},{"value":"tunable","label":"Tunable"},{"value":"strong","label":"Strong"}],"group":"Consistency"},"values":{"epsilla":null,"weaviate":null}}]},{"group":"Licensing","rows":[{"axis":{"key":"licence_class","label":"Licence class","type":"enum","enumValues":[{"value":"proprietary","label":"Proprietary"},{"value":"source_available","label":"Source-available"},{"value":"permissive_oss","label":"Permissive OSS"}],"group":"Licensing"},"values":{"epsilla":"proprietary","weaviate":"permissive_oss"}}]},{"group":"Classification","rows":[{"axis":{"key":"product_class","label":"Purpose-built vs feature-of-parent","type":"enum","enumValues":[{"value":"parent_feature","label":"Feature of parent"},{"value":"extension","label":"Extension"},{"value":"dedicated_dbms","label":"Dedicated DBMS"}],"group":"Classification"},"values":{"epsilla":"parent_feature","weaviate":"dedicated_dbms"}}]}]},"leader":"epsilla","generatedAt":"2026-08-07T00:01:32.952Z"},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-08-07T00:01:32.952Z","disclaimer":"Independent, evidence-based. Every fact carries provenance.","profile":"balanced","weights":{"docs_quality":0.09,"github_stars":0.05,"github_activity":0.18,"release_cadence":0.12,"security_posture":0.14,"package_downloads":0.28,"stackoverflow_activity":0.14}}}