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05 / ServiceAI

AI Integration & Adoption Put AI into the operation — not beside it.

AI adoption is not giving employees access to another chatbot. We identify where AI can remove real work: reading documents, understanding messages, retrieving knowledge, preparing decisions, classifying cases or handling repetitive reasoning. Then we integrate it into the workflows and systems people already use. We design the process, permissions, data boundaries, human review and fallback behaviour around it — and train the team on the new way of working. The goal is not AI usage. The goal is an operation that becomes faster, easier and more capable because AI is inside it. For sensitive workloads, architecture follows the data: EU-hosted models where residency matters, controlled cloud infrastructure where appropriate, and dedicated on-site deployment when information cannot leave the organisation.

For organisations that want AI to become part of how work gets done — with governance, adoption and measurable operational value built in from the start.

01Fit

When this service makes sense.

  • Employees spend substantial time reading, searching, summarising or categorising information
  • Teams already experiment with AI but there is no governed company-wide approach
  • AI needs access to company systems or internal knowledge
  • Sensitive data requires deliberate hosting and access decisions

01bAlso important

When we would recommend something else.

  • The task is better solved with ordinary rules or automation
  • There is no reliable process for AI to support yet
  • The expected benefit does not justify the additional complexity
  • The business wants AI primarily because competitors are talking about it

02What you get

What this service typically includes.

  • Process design around where AI removes real work

  • Integration into the systems and workflows people already use

  • Permissions, data boundaries, human review and fallback behaviour

  • Team training on the new way of working

  • Hosting chosen for the data: EU-hosted models where residency matters, controlled cloud where appropriate, on-site when information cannot leave

  • Connections to platforms such as Microsoft Foundry and AWS Bedrock when they are the right architectural choice — as integration, not as a residency claim

  • Checks that the new way of working is being followed — with a named owner when it is not

03AI

Related services in this area.

Wider picture

This service sits in AI Systems. Open that page if you want the full approach for the area — including when we would recommend less than a project.

AI Systems

Is ai integration & adoption the right starting point?

Describe the situation in plain language. We will tell you whether this service fits — or whether a smaller change would do.