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Semantic Models & Data Ontology (Fabric IQ)

Semantic Models & Data Ontology with Fabric IQ

A semantic model is the difference between reports that agree and reports that argue. We build governed semantic models and data ontologies with Fabric IQ, so every dashboard, agent and question works from the same definitions, and the same truth.

Microsoft Solutions Partner
Certified in Power BI
Advanced Specialisation

About the service

When ‘revenue’ means three different things in three different reports, no amount of dashboarding will fix it. A semantic model defines your business concepts once, clearly, consistently, in one governed place. With Fabric IQ we give your data a shared language and structure, so everything built on top of it, from Power BI to AI agents, speaks the same way.

The problems you’re wrestling with

The same metric defined differently across reports, so no one trusts the numbers.

// How we solve it

One governed semantic model where each concept is defined once, consistently.

Every new report reinvents the same calculations from scratch.

// How we solve it

Reusable, centrally managed definitions that every report and agent inherits.

AI agents that misinterpret your data because it has no structure or context.

// How we solve it

A data ontology with Fabric IQ that gives AI the context to reason correctly.

Business logic locked in individual analysts’ heads or hidden in spreadsheets.

// How we solve it

Logic captured and governed in the model, so it survives people leaving and tools changing.

What you get

  • Numbers that agree

    Every report and agent inherits the same definitions, so the truth is consistent everywhere.

  • Build once, reuse everywhere

    Centrally governed calculations mean no reinventing logic for each new report.

  • Context for AI

    A data ontology gives Copilot and agents the structure they need to answer correctly.

  • Knowledge that stays

    Business logic lives in the model, not in people’s heads or scattered spreadsheets.

  • A foundation for everything above

    Reporting, chat-with-data and agents all get stronger on a solid semantic layer.

  • Give your data one language everyone trusts.

    Let’s talk
// Trusted by

Proof, not promises

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Dawid Detko, Chief Commercial Officer at Onex Group

Dawid Detko

Chief Commercial Officer

Let’s talk about Semantic Models & Data Ontology (Fabric IQ).

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Intelligent Reporting & Chat with Data

Data Agents & Operations Agents

We build Fabric data agents and operations agents that let your teams ask questions in plain language and get reliable, governed answers, no dashboard-hunting, no waiting on the data team, no guesswork.

Data Visualisation & Executive Reporting with Power BI

We design and build Power BI reporting that turns governed data into clear, executive-ready insight: dashboards people use to make decisions.

Reports Migration from Excel, Tableau & Qlik to Power BI

Whether your reporting lives in ageing Excel workbooks, Tableau or Qlik, we migrate it to Power BI cleanly, modernising the logic, grounding it in governed data and giving your teams a single, consistent reporting platform.

Frequently asked questions

It’s a governed layer that defines your business concepts (metrics, dimensions, relationships) once, in one place. Reports and agents then use those definitions instead of each recreating their own, so the numbers agree everywhere.

Fabric IQ, currently in preview, brings a richer data ontology (metrics plus the meaning of your business concepts and the relationships between them), giving both people and AI far better context to work from.

Often, yes. Power BI reports are only as consistent as the model beneath them. A well-built semantic layer is what stops the same metric drifting across different reports.

We build the model and hand it over governed and documented, but semantic models evolve with the business. We can support ongoing stewardship if that’s useful.

Microsoft Solutions Partner

Let’s talk about your project

Our friendly team would love to hear from you. Whether you know exactly what you need or you’re just exploring what’s possible, we’ll give you a straight, practical view.