NLP Incident Classification Agent

Part of the Logistics

Reads the free-text notes on blocks and incidents, assigns the right category to each one and turns loose observations into a fully structured history.

Logistics
The context

Incidents live as loose free-text notes in the log

Every block and incident is documented as free text in the observations field: maintenance, operational issues, security or paperwork mixed in the same note. Nobody can measure causes or trends because the data exists but carries no structure anybody can query.

The solution

Free-form text converted into measurable categories

Silia reads every logged observation, classifies the incident into the right category with the language model and writes the result to the operational table. The per-vehicle history gains structure from day one and causes can finally be counted and compared.

Key capabilities

A system that gets better with every question.

  • Language classification

    Interprets the free text of every observation and assigns the correct incident category with no rigid dictionaries or brittle rules.

  • Client-defined categories

    Works with the category catalog your operation defines and adjusts with real examples whenever new or ambiguous cases appear.

  • Structured writing

    Logs the category of every incident in the Silia operational table, linked to the vehicle, the exact date and the source event.

  • Trends by cause

    Enables counting and comparing causes by unit, fleet and period, feeding the reports, the scores and the operational history.

Before

Without Silia

  • Observations with no shape
  • Causes impossible to count
  • Diagnosis with no history
After

With Silia

  • A category per incident
  • Causes counted and compared
  • Structured history per unit
System

System integrations

During every call, Silia connects live to the systems your operation runs on — updating records, triggering workflows, and confirming actions without interrupting the conversation.

FAQs

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