Reference architecture

AI Operations Assistant

A governed internal assistant that retrieves approved information, processes documents and routes exceptions to people.

An illustrative reference architecture, not a client project.

Scenario

The problem it addresses.

A service organization spends too much time searching policies, extracting document data and answering repeated internal questions.

  • Policies & procedures
  • Forms & documents
  • Staff questions
Assistant with approved knowledge & rules
  • Answers with sources
  • Exceptions to people
Approach

How the solution is structured.

  1. Audit knowledge sources and permissions

    Which documents are approved, current, and who may see what.

  2. Define answer and escalation rules

    What the assistant answers, what it refuses, and when a person takes over.

  3. Prototype retrieval and document workflows

    Test with real questions and real documents before rollout.

  4. Measure accuracy with real users

    Review answers, correct sources and adjust rules.

Components

What it includes.

  • Knowledge assistant
  • Document-processing workflow
  • Approval and escalation controls
  • Usage and quality review
Outcomes

Designed to improve.

  • Faster information retrieval
  • Less repetitive data entry
  • Traceable answers
  • Human review where risk is high
Services

The services behind this architecture.

Custom Software & Apps

Web and mobile apps, portals, dashboards and integrations.

  • Web applications
  • Portals
  • Dashboards and reporting

AI & Automation

AI assistants, WhatsApp automation and workflow automation.

  • ISOM AI assistants
  • Workflow automation
  • Lead handling

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