Use Case · Commercial Excellence

CPG & Pharma

Decision AI for
Commercial Excellence

Not AI insights. AI decisions, reasoned, evidenced, ready before the meeting starts.

Commercial Excellence, by Area

Four areas of commercial decision-making.

DecisionX surfaces blind-spot signals, answers why, enables cross-functional reasoning, and lets you make sharp, fast decisions on each front.

DecisionX

Stage by Stage

Where DecisionX plugs in, at every decision.

Each decision below shows the result your team gets, the data it runs on, and what it costs to get wrong or make late.

The Ontology

Six layers the four decisions all read from.

Each layer is a noun, not a decision, an object with its own state and history, shared across whichever stage needs it.

Domain Ontology

The System

Why this needs a decision system, not a dashboard.

Causality, self-learning, and unified context are what separate a decision system from a reporting layer.

01 Causality

Causality

Why a decline is real, or which lever actually moved it.

Demand reconciliation and decline RCA, built on diagnosis, not a headline
02 Self-learning

Self-learning

Every promo, media, and call-list outcome sharpens the next cycle.

Realized-vs-predicted gap compounds into next quarter's plan
03 Unified context

Unified context

Billing, Nielsen, and OSA data reconciled before any number is trusted.

One believed number before you allocate, diagnose, or rank

Decision AI for Commercial Teams

Stop allocating on instinct.
Start deciding on evidence.

See DecisionX on your channels, your SKUs, your decisions. First value in 15 days.