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Guide

The o9 Enterprise Knowledge Graph

Enterprises invest heavily in systems of record to track transactions, but the decisions, knowledge, and intelligence that determine how value flows remain trapped in silos or individual heads.

The o9 Enterprise Knowledge Graph addresses this with a four-layer interlocked system that closes the loop between strategy and execution.

Constellation Brands
CooperVision
The Mosaic Company
IVECO Group
T-Mobile
Resideo
Acuity Brands, Inc.
Roland
REI
Gildan
ResMed
Premier Nutrition
Constellation Brands
CooperVision
The Mosaic Company
IVECO Group
T-Mobile
Resideo
Acuity Brands, Inc.
Roland
REI
Gildan
ResMed
Premier Nutrition
Constellation Brands
CooperVision
The Mosaic Company
IVECO Group
T-Mobile
Resideo
Acuity Brands, Inc.
Roland
REI
Gildan
ResMed
Premier Nutrition

UNLOCKING BILLIONS IN VALUE FOR CLIENTS IN 30+ INDUSTRIES

In this guide, you'll learn:

  • Closing the Open Loop

    Most enterprises operate in an open-loop manner: plans are generated, execution follows, and outcomes are reviewed retrospectively. Data scarcity is not the core issue; what is missing is a mechanism to represent value flow, record decisions as dated commitments, and learn which plan patterns work under which conditions. Discover how a four-layer Knowledge Graph closes this loop at enterprise scale.

  • A Four-Layer Architecture for Decision Intelligence

    Organisations have systems of record for transactions, but lack a precise language for decisions — making decision-making hard to audit and difficult for models to drive reliably. The guide details four interlocked layers: the Value-Chain Graph, the Decision-Context Graph, the Learned-Rules Graph, and the Connected-Compute Graph. Explore how each layer feeds into the next as a continuous learning cycle.

  • The 4Ws: A Canonical Enterprise Reasoning Pathway

    The Connected-Compute Graph behaves as an execution fabric rather than a collection of scripts, recomputing only what is impacted at each trigger. It executes a repeatable four-step reasoning pattern — What Happened, Why, What is Likely to Happen Next, and What Are the Best Actions to Take. Learn how AI agents can perform the full 4Ws pathway through a simple conversational interface.

“The most forward-thinking organizations will not simply automate their existing demand planning processes; they will reimagine them. Hyperautomation is not merely a technology upgrade; it is a strategic capability: it enables supply chains to sense, respond, and adapt at a speed & scale that was previously impossible.”
Simon Joiner

Simon Joiner

Director of Product Management, Demand Planning

From data visibility to decision intelligence

Empower your planning teams to become architects of value flow rather than custodians of transaction data. By structuring decisions as first-class objects and attributing outcomes back to the exact plan versions and assumptions that produced them, the Knowledge Graph eliminates the cognitive load of reconstructing context after the fact.

The result is a self-learning enterprise operating system.

Explore these key questions

Enterprises have no shortage of data, but the decisions, knowledge, and intelligence needed to act on it remain trapped in silos or individual heads.

The Enterprise Knowledge Graph closes this loop by representing enterprise structure, recording decisions as explicit control actions, measuring outcomes against targets, and adjusting policies accordingly.

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“The implementation of Hyperautomation offers numerous advantages for organizations aiming to excel in a competitive environment: increased efficiency, cost savings, improved data accuracy, and enhanced decision-making. ”
Simon Joiner

Simon Joiner

Director of Product Management, Demand Planning

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