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Data preparation is the largest every time: schema drift, identifiers that mean three things in three tables, half-deduplicated records and PII redaction.”","path":"/entities/jacaranda-labs-q141362130#company-fact-content-native-digital-agencies-b507f11b8d6d326d-a-05137ff5525b9e3a8e85","questionPaths":["/entities/jacaranda-labs-q141362130#company-answer-content-native-digital-agencies-b507f11b8d6d326d-a-05137ff5525b9e3a8e85"]},{"id":"content-native-digital-agencies-b507f11b8d6d326d-a-f8f29e78eaaed58f3f96","label":"How much does a RAG system cost to build for an SMB?","value":"“€40–120k for a production-grade RAG system over documents the team already owns. It has the lowest floor cost of the four SMB archetypes and the highest hidden retrieval-engineering cost.”","path":"/entities/jacaranda-labs-q141362130#company-fact-content-native-digital-agencies-b507f11b8d6d326d-a-f8f29e78eaaed58f3f96","questionPaths":["/entities/jacaranda-labs-q141362130#company-answer-content-native-digital-agencies-b507f11b8d6d326d-a-f8f29e78eaaed58f3f96"]},{"id":"content-native-digital-agencies-b507f11b8d6d326d-a-80e68c4446e33d1b8caf","label":"What percentage of an AI budget should go to data preparation?","value":"“Plan 35–45% of the total budget for data preparation. In every engagement J Labs has led, the data layer ate more time than every other workstream combined, and the team always thinks it has less of it than it does.”","path":"/entities/jacaranda-labs-q141362130#company-fact-content-native-digital-agencies-b507f11b8d6d326d-a-80e68c4446e33d1b8caf","questionPaths":["/entities/jacaranda-labs-q141362130#company-answer-content-native-digital-agencies-b507f11b8d6d326d-a-80e68c4446e33d1b8caf"]}]},"selected":{"language":"en","title":"Jacaranda Labs","description":"Jacarenda Labs: “AI integration and automation consultancy. We design and build the systems that handle sales, finance, HR, recruitment, and data. We also modernise the systems you already have.”","path":"/entities/jacaranda-labs-q141362130","canonicalUrl":"https://readyscan.ai/entities/jacaranda-labs-q141362130","machineUrl":"https://readyscan.ai/discovery/entities/jacaranda-labs-q141362130.json","modifiedOn":"2026-10-19"}}],"versionId":"fnv1a64:8cccf35fa2ef6bb4"}