(LSJ) Now is time to update RAG solution

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Business Problem & Runway Analysis

Intelligent industries face three structural headwinds that deteriorate ROI:

  1. Information Decay: Technical specifications (particularly in electrification and equipment standards) become obsolete 18-24 months post-publication. Decision-making without real-time data correction introduces 12-18% margin variance²

  2. Complexity Tax: Product configurators and regulatory compliance documentation now exceed 50,000+ pages per enterprise. Manual knowledge retrieval consumes 8-12 hours weekly per domain expert³

  3. Customer Expectation Inflation: Sub-second response times (P99 < 1s) are now table-stakes for B2B SaaS; latency above 2s correlates with 34% conversation abandonment⁴