Emergent Strategy: Strategy Knowledge Graph & GraphRAG Application
Objective
- Architect a Neo4j knowledge schema mapping the book’s guidelines, including strategic tests, diagnosis tools, and implementation task sets.
- Design a GraphRAG (Retrieval-Augmented Generation) framework to provide context-aware, non-linear guidance via a chatbot.
- Map the relational dependencies between theoretical chapters and practical guidebook examples to facilitate implementation.
- Build a technical structure that allows users to identify specific strategic disqualifiers and bottlenecks through interactive queries.

Overview
We provided a comprehensive knowledge graph and expert advisory for a GraphRAG-based chatbot for "The Emergent Approach to Strategy". The system converts the book’s strategic frameworks into a relational engine to help users orient themselves and implement the strategy logic in real-world scenarios.
Problem
Static strategic theory often leads to execution failure, where organizations "over-plan and under-deliver". Traditional search and documentation fail to capture the complex relational interdependencies between core concepts like the Five Disqualifiers, Five Task Sets, and Bottlenecks, preventing users from applying the framework to their specific "killer problems".
Results
- Converted the book’s IP into a relational knowledge base, transforming strategic theory into a queryable technical asset.
- Defined the GraphRAG architecture necessary for a chatbot to provide framework-aligned, adaptive strategy coaching.
- Established a data model that automates the identification of strategic bottlenecks and "disqualifiers" within user-provided business contexts.
- Delivered a production-ready knowledge schema that operationalizes the Emergent Approach methodology for organizational scaling and reinvention.
From product architecture to global deployment — we have it covered.
Our rating based on verified client reviews
5
High-quality work (15)
Timely (12)
Communicative (9)
High-expertise (15)
Great project management (7)
5.0
Software
Lincoln, Nebraska
10-50 Employees
$10,000 to $49,999
May 2025 - Dec 2025
“When priorities have evolved, the team has been responsive and flexible.”
SweatTag
Raymonn A | SweatTagCEO
Pricing
Choose the right plan for your goal!
Discover the ideal plan, beginning at 4000$ per month.
Looking for a custom plan? Tell us more:
Ready to start developing your project?
Schedule a call with our expert to learn how we can help you build your next success story.