Your Data Speaks. But Is Everyone Hearing the Same Thing?

We help companies implement the Semantic Layer. The single source of truth that aligns your dashboards, your teams, and your AI.

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Semantic Model

metric:net_revenue

sumUSD

Governed·last verified 2024-Q4

description:

Total revenue, net of refunds, discounts, and chargebacks. Source of truth for board reporting.

expression:

SUM(orders.amount)
  - SUM(refunds.amount)
  - SUM(discounts.amount)

entity:

order

grain:

day

dimensions:

product_categoryregionchannelperiod

tags:

financegovernedai-ready

owner: finance-datav1.2 · 2024-Q4

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Single Source of Truth

AI-Ready Metrics

Governed by Design

When Everyone Has a Different Version of the Truth

A CFO stares at two different “Quarterly Revenue” numbers. Every time a new analyst joins or a new AI agent is plugged in, a new version of the truth is born somewhere in the stack.

“Your teams are arguing about numbers instead of acting on them.”

You'll recognize this

Two different revenue figures in every board meeting. Finance says one thing, sales says another.
AI tools are expensive and give inconsistent, untrusted answers across departments.
New analysts reinvent the same metrics from scratch every quarter in a new spreadsheet.
Data governance lives in PDFs nobody reads. Definitions drift, compliance risk grows silently.

Our Approach: Fast, Focused, and Built to Last

We don't do 6-month engagements with uncertain outcomes. We move fast, work with your existing stack, and deliver a working Semantic Layer. Not a slide deck.

Discovery & Diagnosis

A focused ~1 week research sprint. We map your current data stack, identify where metric definitions break down, and document the exact problem statements your team is facing. No fluff. Just a clear picture.

Semantic Layer Implementation

We implement the Semantic Layer directly into your environment, defining business logic in code, connecting it to your BI tools, data warehouse, and AI agents. Fixed-scope, no surprises.

Handover & Enablement

Every engagement ends with your team fully equipped to own what we've built. Documentation, training, and ongoing support options, so the layer grows with your business.

“After the first week, we understood that we had 39 different definitions of revenue across all departments — no wonder we got so many different outcomes from our AI.”

Head of Data Governance

Enterprise Client