§ Use cases

What we deliver, concretely.

A handful of representative engagements, recent and recurring. Every project is calibrated to its context - never standardized.

Finance
01
Industrialize budget forecasting
Context
Budget cycles relied on Excel files passed between contributors, with information loss and manual consolidation.
Intervention
A structured input layer, a shared forecasting model, and real-time consolidated reporting. The finance department takes back control of the cycle.
Outcome
Budget cycle cut by 40%. Full traceability of assumptions. Automated consolidation.
Leadership
02
Consolidated executive dashboard
Context
The executive committee arbitrated on numbers reconstructed by hand, sometimes contradicting each other across departments.
Intervention
Unified data architecture, shared reference data, executive dashboard plugged into operational sources, refreshed without human intervention.
Outcome
One number per indicator, always fresh. Faster trade-offs. No more debates about the data itself.
Operations
03
Domain copilot for teams
Context
Teams spent significant time searching procedures, precedents, and contractual information scattered across documents.
Intervention
Document copilot on a sovereign corpus: controlled ingestion, traceable sources, sourced answers. No public model exposed.
Outcome
Significant operational time savings. Controlled answer quality. Confidentiality preserved.
Data
04
Rationalizing scattered tooling
Context
Historical stack of a dozen reporting and data tools, with redundancies and high licensing costs.
Intervention
Systematic audit, substitution matrix, decommissioning plan, migration to three solid sovereign building blocks.
Outcome
Simplified landscape, recurring costs slashed, teams refocused on value.
Documents
05
Document automation
Context
Hundreds of recurring documents (contracts, slips, minutes) handled manually, with error risk and heavy workload.
Intervention
Extraction and classification pipeline, embedded business controls, assisted generation, structured human review.
Outcome
Processing time reduced. Quality leveled out. The team refocuses on analysis and arbitration.
Governance
06
Internal AI framework
Context
Uncoordinated AI initiatives, compliance risks, no shared view on usage.
Intervention
AI charter, usage scopes, evaluation process, model and hosting governance.
Outcome
Readable framework, scoped initiatives, executive sponsor reassured, ground prepared for scale.