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AI in Work Tasks — With Measurable Impact

We deploy models and agents where there is volume of text, documents, inquiries, or decisions — not just for demos.

First the department’s problem and KPI. Then — off‑the‑shelf vs custom model, data, security, human‑in‑the‑loop. Detailed breakdown on the AI & Automation page.

Typical Scenarios

  • Classification and routing of inquiries
  • Assistants for support and sales (with response control)
  • Field extraction from documents and emails
  • Knowledge‑base search
  • Demand / load forecasting (where history exists)
  • Report drafts and meeting summaries — with human review

When to Use Off‑the‑Shelf vs Custom Models

  • Integrate models — when the task is standard, data isn’t unique, and a quick pilot is needed.
  • Fine‑tune / custom — when the domain is specific, quality is critical, and strict policies and audit are required.