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Performance Benchmarks

Real-world token savings and compression results

Real-World Impact: RAG Pipeline

1,000 Document Entries

JSON Format
~50,000
tokens per query
AXON Format
~15,000
tokens per query

Result: 70% savings = $350 saved per 1,000 queries at typical API rates

Pattern-Specific Results

204×
Repeated Values
99.5% reduction with RLE
4.3×
High-Cardinality Strings
65-75% with dictionary compression
22.7×
Boolean Arrays
95.6% with bit packing
59%
Simple Tables
General token savings vs JSON

Quality Assurance

AXON is production-ready with comprehensive testing:

  • 93.51% test coverage
  • 342 passing tests
  • Perfect round-trip encoding/decoding
  • MIT licensed and open source