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Real Infrastructure Costs, RAG Datasets & Mistral Document AI

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Real Infrastructure Costs, RAG Datasets & Mistral Document AI

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This release brings real cost transparency to the dashboard, a much richer dataset and source toolkit in companyRAG, and a new document-parsing model.

✨ CompanyGPT

  • Mistral Document AI: A new document-understanding model is available for parsing and extracting content from complex files, improving how documents are read across the platform.

📊 companyDASHBOARD

  • Real infrastructure costs: The dashboard now shows your actual cloud spend from the innFactory Hub — current-month Azure/GCP/NCE costs, a month-end forecast, and the last sync date — instead of just estimates.
  • Cost breakdown by workload: Hover the real-cost figure to see spend broken down per workload, sorted from highest to lowest.
  • Month-based date selector: Pick a specific month to review costs and usage for that period.
  • Redesigned overview: A cleaner, symmetric 3×5 overview grid surfaces agents, users, tokens, requests, OCR, files, images, MCP calls, and a dedicated Real Infrastructure Costs tile at a glance.

📚 companyRAG

  • Knowledge datasets: Build structured datasets from your documents through a dedicated dataset pipeline, and clean them up with transform tools — turning raw content into organized, reusable data.
  • Nextcloud as a source: Connect a Nextcloud account (via app passwords) to index and search your Nextcloud files directly.
  • Configurable chunking: Choose a chunking strategy and adjust chunk size per collection, so retrieval can be tuned to the kind of content you’re indexing.
  • Full-text search language: Set the language used for full-text search so keyword matching works correctly for your content.
  • Friendlier dataset naming: Datasets now use file names automatically, making them easier to recognize and manage.
  • Audit log: Track activity across your knowledge base for better oversight.