Mastering the Order to Cash (O2C) process: A comprehensive guide
June 4, 2025
The data might be scattered around different data warehouses may be multiple ERPs are there but the data is still there and the model is not able to understand how these are connected. This is where the standard property graph fails but context graph provides such missing connection.
Before understanding context graph, let us understand the Graph Concepts in Data & AI.
Graph concepts in Data & AI refer to methods of representing information as interconnected entities to capture relationships, meaning, and context within data. In this approach, data is modeled using nodes (entities) and edges (relationships), allowing systems to understand how different pieces of information are linked.
Various graph types extend this basic idea by adding properties, semantics, context, and time-based information to improve data interpretation (See the Appendix). These concepts are important in AI applications such as knowledge graphs, recommendation systems, semantic search, and reasoning engines, where understanding connections between data points is essential for making intelligent and context-aware decisions.
A context graph is a structured representation of entities, relationships, and their surrounding context that helps AI systems understand how information is connected in a specific situation.
A context graph is a knowledge representation technique where decisions, policies, exceptions, precedents, evidence and outcomes are modeled as first-class connected nodes in a graph, structured for AI consumption. Where systems of record capture what happened, a context graph captures why, turning institutional reasoning buried in Slack threads, approval chains and people's heads into a queryable, machine-readable structure. This is vital for agent effectiveness; an agent handling a discount exception, for example, cannot determine whether it reflects standing policy or a one-time override and may reason incorrectly. A context graph can directly surface that provenance, enabling agents to traverse decision traces, apply relevant precedents and reason across multi-hop causal chains.
It organizes not only the data itself but also the meaning, relevance, and dependencies between pieces of information. Unlike simple retrieval methods that return isolated results, a context graph allows AI to follow relationships across multiple nodes and perform multi-hop reasoning. In multi-hop reasoning, an AI model connects, accesses and processes multiple pieces of information present in a given text or across various sources and systems to to answer complex questions or solve problems. This helps the system understand how different facts relate to each other and why they matter for a particular query or decision.
In other words, a context graph captures what the data says, how it is connected, and why it is relevant in a given context. This makes it especially useful in applications like AI assistants, retrieval-augmented generation (RAG), and decision-support systems where understanding relationships is crucial.
We help you execute faster with focused delivery, rapid iteration, and clear priorities that move work forward quickly.
We help you execute faster with focused delivery, rapid iteration, and clear priorities that move work forward quickly.
We refine systems, workflows, and user journeys to improve efficiency, reduce friction, and increase measurable results.
We refine systems, workflows, and user journeys to improve efficiency, reduce friction, and increase measurable results.
We modernize outdated processes and digital experiences to help organizations adapt faster and operate more effectively.
We modernize outdated processes and digital experiences to help organizations adapt faster and operate more effectively.
We turn ambitious ideas into practical, market-ready digital solutions that create clear value, drive sustainable growth.
We turn ambitious ideas into practical, digital solutions that create clear value, drive sustainable growth.
We help you execute faster with focused delivery, rapid iteration, and clear priorities that move work forward quickly.
We help you execute faster with focused delivery, rapid iteration, and clear priorities that move work forward quickly.
We refine systems, workflows, and user journeys to improve efficiency, reduce friction, and increase measurable results.
We refine systems, workflows, and user journeys to improve efficiency, reduce friction, and increase measurable results.
We modernize outdated processes and digital experiences to help organizations adapt faster and operate more effectively.
We modernize outdated processes and digital experiences to help organizations adapt faster and operate more effectively.
We turn ambitious ideas into practical, market-ready digital solutions that create clear value, drive sustainable growth.
We turn ambitious ideas into practical, digital solutions that create clear value, drive sustainable growth.
We help you execute faster with focused delivery, rapid iteration, and clear priorities that move work forward quickly.
We help you execute faster with focused delivery, rapid iteration, clear priorities that move work forward quickly.
We refine systems, workflows, and user journeys to improve efficiency, reduce friction, and increase measurable results.
We refine systems, workflows, and user journeys to improve efficiency, reduce friction, and increase measurable results.
We modernize outdated processes and digital experiences to help organizations adapt faster and operate more effectively.
We modernize outdated processes and digital experiences to help organizations adapt faster and operate more effectively.
We turn ambitious ideas into practical, market-ready digital solutions that create clear value, drive sustainable growth.
We turn ambitious ideas into practical, digital solutions that create clear value, drive sustainable growth.
We help you execute faster with focused delivery, rapid iteration, and clear priorities that move work forward quickly.
We help you execute faster with focused delivery, rapid iteration, and clear priorities that move work forward quickly.
We refine systems, workflows, and user journeys to improve efficiency, reduce friction, and increase measurable results.
We refine systems, workflows, and user journeys to improve efficiency, reduce friction, and increase measurable results.
We modernize outdated processes and digital experiences to help organizations adapt faster and operate more effectively.
We modernize outdated processes and digital experiences to help organizations adapt faster and operate more effectively.
We turn ambitious ideas into practical, market-ready digital solutions that create clear value, drive sustainable growth.
We turn ambitious ideas into practical, digital solutions that create clear value, drive sustainable growth.
