01
instead of shelfware strategyData strategy & governance
A practical plan with named owners for the definitions that block reporting.
Data & AI Platform
Strategy, architecture, and knowledge: that compounds under Data Science.
Foundations that make every other project trustworthy. Sibling path: AI Readiness when “not ready” is the blocker.
How do we get one agreed definition of net revenue across Sales and Finance?
One semantic KPI Sales and Finance nuances reconciled explicitly, with golden answers that keep the software honest.
1 Warehouse tables × controlling glossary · access rules
Projects we deliver
02
instead of search that misses contextEnterprise knowledge retrieval
Retrieve answers from actual policy, evaluated against known-good answers.
03
instead of manual report factoriesReporting automation
Encode report logic once; refresh in minutes with citations.
04
instead of big-bang replatformsData-architecture strategy
Prove value on existing warehouse and files, no risky cutover.
05
instead of conflicting metric decksSemantic KPI models
One semantic layer, Sales and Finance nuances reconciled explicitly.
Common questions
Answers to what people actually ask
What is a semantic layer and why does it fix conflicting KPI definitions?
A semantic layer is one shared definition of each business metric, reconciled explicitly across teams like Sales and Finance, so every report and AI answer draws from the same number instead of conflicting spreadsheets.
How does enterprise knowledge retrieval differ from regular search?
Enterprise knowledge retrieval answers questions from your actual policy documents and is evaluated against known-good answers, so it surfaces the right context instead of just keyword matches that miss the relevant policy.
Can I automate recurring reports without a big data-platform replatform?
Reporting automation encodes report logic once and refreshes it in minutes with citations, proving value on your existing warehouse and files rather than requiring a risky big-bang replatform.
Data & AI Platform
Tell us the decision. We’ll map the project.
A short call on the question that matters, and the right first step.