Skip to content
Back to AI SolutionsAI SOLUTION · KNOWLEDGE & OPERATIONS

AI Knowledge Assistant

An internal AI assistant that helps employees find reliable information across company documents and approved knowledge sources.

The business problem

Businesses often lose time when a repetitive workflow depends on people manually reading information, answering the same questions, moving data between tools or following up on routine requests. This solution is designed to automate the defined parts of that workflow while keeping people involved where judgement, approval or escalation is required.

How it works

  1. 1Employee asks a question
  2. 2System searches approved knowledge
  3. 3Relevant sources are retrieved
  4. 4AI generates a grounded response
  5. 5Sources are shown where appropriate

Features

  • Document ingestion
  • Semantic search and retrieval
  • Grounded AI answers
  • Source references
  • Role-based access where required
  • Knowledge-base administration
  • Feedback and evaluation workflows

How it fits into your organisation

  • Connect approved company documents and knowledge sources.
  • Employees ask questions using natural language.
  • The system retrieves relevant information before generating an answer.
  • Sensitive or unsupported questions can be restricted or escalated.

The system should connect to the organisation's existing tools and processes where practical. It should not require the organisation to rebuild everything around the AI system.

Benefits to the organisation

  • Reduces time spent searching for information
  • Makes internal knowledge easier to access
  • Supports onboarding
  • Reduces repeated questions to experienced employees
  • Creates a more usable layer over existing documentation

Typical integrations

Only integrations that are technically supported for the specific implementation are included. Possible integration categories include:

Website and web applicationsCRM and sales systemsEmailCalendars and booking systemsMessaging channels such as WhatsApp where supportedDatabases and internal APIsCloud storage and document repositoriesBusiness management or order systems

Human oversight

The system should make clear where human review is required. AI can handle defined tasks, but organisations should retain control over sensitive decisions, exceptions, approvals and actions with material consequences.

Who this is for

Companies with internal documents, policies, SOPs, product information, technical documentation or large knowledge bases.

Your workflow will not look exactly like another company's.

The solution is a starting architecture, not a one-size-fits-all product. I can adapt the workflow, business rules, knowledge sources, integrations, interface and approval steps around how your organisation already works.

Implementation approach

  1. 1

    Discovery — understand the current workflow, users, systems and constraints.

  2. 2

    Solution design — define the AI workflow, integrations, data flow and human approval points.

  3. 3

    Build — develop the interface, AI layer, backend services and integrations.

  4. 4

    Test — evaluate the system against realistic business scenarios.

  5. 5

    Deploy — launch the agreed workflow and monitor its behaviour.

  6. 6

    Improve — refine the system using feedback, evaluation and real usage.

Want this system built around your organisation?

Tell me what your current workflow looks like, what is slowing your team down and what you want to improve. We can map out the right system and determine what should be automated, what should remain human and what needs to connect to your existing tools.