Skip to content 
Business Intelligence modernisation
Rationalise business reporting and migrate it onto a semantic foundation that your dashboards and AI agents share.
The problem with legacy BI estates
Enterprise BI estates start with good intentions. Then, business happens. Dashboards multiply, teams build similar reports with slightly different logic, and metrics accumulate definitions that nobody has formally agreed on.
The result is an estate that people use out of habit rather than trust. When AI agents query the same data, the inconsistencies surface immediately.
The BI estate keeps running because switching it off feels riskier than leaving it on. Flowline makes the switch manageable: it migrates your BI estate onto a governed semantic layer built on dbt metrics and Omni, so every number comes from the same agreed definition, whether it appears in a dashboard or an agent response.
Business ontology in the enterprise agentic stack
A reliable agentic enterprise has three layers:
- An AI layer of agents that reason, retrieve, and act.
- A business context layer that gives those agents a structured understanding of your organisation's own concepts and metrics.
- A modern data platform that is fast, governed, and built for AI workloads.
Modern BI depends on the same business context layer that your agents reason within. When dashboards and agents draw from the same semantic model, your organisation gets consistent numbers across every surface.
The BI modernisation is where the business context layer becomes visible to the people who read reports, not just the agents querying data.
With a modern platform and a business ontology in place, your system can finally start producing outputs the whole organisation can rely on.
the foundation for AI-powered BI
The semantic layer that your modernised BI estate runs on is the same one built through the business ontology process. Canonical metrics, entity definitions, and business rules are agreed on once and applied everywhere, in your dashboards, your reports, and your agents. If you have not yet built your business ontology, that is the starting point.
How Flowline modernises your BI estate
A tried-and-tested approach to BI modernisation:
Step 1
Audit the BI estate
Flowline crawls your BI estate and produces a complete inventory of every dashboard, every report, every metric definition, and every data source it connects to.
Usage data is factored in, so you can see which reports are driving real decisions and which ones have persisted through inertia.
Step 2
Rationalise what surfaces
Working with your teams, Infinite Lambda identifies which reports are worth migrating and which can be retired. We help you consolidate duplicates and resolve conflicting definitions against the canonical model built within the ontology.
The result is leaner BI with a clear purpose for every report that remains.
Step 3
Migrate onto the semantic layer
The surviving reports are migrated onto a semantic foundation built on dbt metrics and Omni.
Every dashboard now draws from the same governed definitions as your agents. Metrics are calculated once, consistently, and surfaced wherever they are needed.
your target Business Intelligence estate
The consistency that analysts and AI agents thrive on.
Drawing from the
same canonical metrics
A stakeholder reading a report and an agent answering the same question get the same number, from the same source, using the same definition.
Numbers are
consistent
Finance, sales, operations, and the board all work from the same figures. The arguments about which dashboard is correct stop happening.
Your organisation
trusts the output
Better governed reports with a clear audit trail. Analysts spend their time on analysis, not reconciliation.
BI modernisation and your agentic enterprise
The work in the data platform and ontology layers compounds, and the BI layer is where that compounding becomes visible to the whole organisation.
Drawing from the same semantic layer, all agents produce the same figures, and any new agent inherits the same governed context as existing ones.
Scaling is a breeze, as each new capability you add sits on a foundation that has already been agreed on and validated.
Get in touch
If your BI estate has grown beyond what your teams can reliably govern, Flowline can map what you have and identify what a sleek, agent-ready foundation would look like.
Talk to our team and we will show you where to start.