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Enterprise AI

Move useful AI from an idea into daily work.

Turning AI hype into a scoped, governed roadmap: use case, data, model choice, cost, in that exact order.

The problem

Why this matters.

Most AI pilots fail because the model gets picked before the use case. Readiness work upfront saves the wasted quarter that follows.

Great demo, no rollout

An AI Foundry pilot worked technically, but nobody could say what success meant. We define the metric before the next pilot starts.

Copilot is live, but is it safe?

Copilot rolled out on top of years of accumulated oversharing. We assess and fix the access model first.

From prototype to responsible operation

  1. Business valueClarify the use case and success criteria before any technology conversation.
  2. Governed knowledgeUnlock access and sources with permission awareness, not open to everyone.

    Many pilots get stuck here: live, but nobody knows if access is actually safe.

  3. Measurable qualityEvaluate answer quality against a test set instead of assuming it.

    And here: the demo impresses, but nobody can say what success means.

  4. Secure architectureIdentity, private endpoints and network boundaries before scaling.
  5. Controlled rolloutDeployment with rollback, not all at once for the whole organisation.
  6. Operational ownershipOwner, cost model and monitoring for production operation.

Solution areas

AI Knowledge Bots & RAG

Make enterprise knowledge securely usable with AI: unlock SharePoint, documents and enterprise data sources through RAG and Azure AI Search, with permission-aware retrieval, source citations and answer evaluation.

  • SharePoint & enterprise data
  • RAG & Azure AI Search
  • Permission-aware retrieval & citations

AI Agents & Automation

AI that doesn't just answer but supports or executes defined processes: workflow agents, service desk assistants, document processing and system integrations with human-in-the-loop. As a specialist engagement: agentic software engineering for development teams.

  • Workflow agents & process automation
  • Service desk & document assistants
  • Human-in-the-loop & system integration

Secure AI Platforms

Secure Azure AI foundations for production workloads: Azure AI Foundry, identity, private endpoints, networking, data residency, governance, evaluation and cost control. Also relevant when existing Copilot or AI solutions hit cost, scale or governance limits.

  • Azure AI Foundry & private endpoints
  • Governance, evaluation & cost control
  • Customer-tenant deployment

How we work

  1. Clarify the use case

    Goal, purpose, usage and expectations are defined before any technology conversation.

  2. Assess data readiness

    Availability, quality and access rights of the required data are evaluated.

  3. Choose the platform

    Model and platform, for example Azure AI Foundry or Copilot, selected to fit the use case.

  4. Pilot with success criteria

    Clearly defined metrics agreed before the first prompt is written.

  5. Operate and scale

    Owner, cost model and monitoring for production operation.

Typical engagements

  • Knowledge Bots
  • RAG
  • AI Agents
  • AI Platform Modernisation
  • Secure AI Foundation
  • Agentic Engineering

What should change in your Microsoft environment?

In 30 minutes, we'll clarify together:

  • Clarify the current situation and objective
  • Structure possible solution paths
  • Define the most sensible next step

30 minutes · Microsoft Teams · No obligation

Spiros Karampinis
Spiros KarampinisFounder & Lead Cloud Consultant
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