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FIELD REPORT · ARCHITECTURE

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
KEY FACTS
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.

SOURCES

Cited and consulted.

  1. 01Martin Fowler — Architecture catalogmartinfowler.com
  2. 02AWS Well-Architected Frameworkaws.amazon.com
  3. 03NIST AI Risk Management Framework (AI RMF 1.0)nist.gov
  4. 04Anthropic Research — Claude model capabilities and safetyanthropic.com
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NEXT STEP

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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.