GraphRAG Architecture: Combining Knowledge Graphs and LLMs for Enterprise AI
Build GraphRAG systems that outperform vector search alone. Architecture patterns and implementation from One Frequency Consulting.
- PUBLISHED
- December 19, 2025
- UPDATED
- May 15, 2026
- READ TIME
- 1 MIN
- AUTHOR
- ONE FREQUENCY
- Topic
- architecture, ai
- Published
- December 19, 2025
- Last updated
- May 15, 2026
- Read time
- 1 min
- Word count
- 170
GraphRAG Architecture: Combining Knowledge Graphs and LLMs for Enterprise AI
Build GraphRAG systems that outperform vector search alone. Architecture patterns and implementation from One Frequency Consulting.
Introduction
This comprehensive guide explores graphrag architecture: combining knowledge graphs and llms for enterprise ai with proven methodologies from One Frequency Consulting's veteran-led team.
Key Insights
Build GraphRAG systems that outperform vector search alone. Architecture patterns and implementation from One Frequency Consulting.
Implementation Strategy
Our approach to AI Architecture focuses on measurable outcomes and rapid time-to-value. With 25+ years of technology leadership and military discipline, we ensure successful implementation that beats industry failure rates.
Next Steps
Contact our team to discuss how we can help you implement these strategies in your organization. Our SDVOSB-certified team brings unique insights from both military and enterprise technology experience.
Conclusion
GraphRAG Architecture: Combining Knowledge Graphs and LLMs for Enterprise AI requires a strategic approach backed by proven methodologies. Our veteran-led team ensures success where others fail, delivering measurable ROI and sustainable transformation.
Cited and consulted.
- 01Martin Fowler — Architecture catalogmartinfowler.com
- 02AWS Well-Architected Frameworkaws.amazon.com
- 03NIST AI Risk Management Framework (AI RMF 1.0)nist.gov
- 04Anthropic Research — Claude model capabilities and safetyanthropic.com
Ready to ship the next outcome?
One Frequency Consulting brings 25+ years of technology leadership and military discipline to every engagement. First call is operator-grade scoping — sixty minutes, no charge.