[maheshvaikri99]

Token Efficiency

  | Format       | Tokens | vs JSON  |
  |--------------|--------|----------|
  | ISONGraph    | 639    | -69%     |
  | ISON         | 685    | -66%     |
  | TOON         | 856    | -58%     |
  | JSON Compact | 1,072  | -47%     |
  | JSON         | 2,039  | baseline |

  LLM Accuracy

  | Format       | Correct | Accuracy | Acc/1K Tokens |
  |--------------|---------|----------|---------------|
  | ISONGraph    | 46/50   | 92.0%    | 143.97        |
  | ISON         | 44/50   | 88.0%    | 128.47        |
  | JSON         | 42/50   | 84.0%    | 41.20         |
  | JSON Compact | 41/50   | 82.0%    | 76.49         |
  | TOON         | 40/50   | 80.0%    | 93.46         |

  Key Findings

  1. ISONGraph wins on both efficiency AND accuracy - 92% correct with fewest tokens
  2. ISON/ISONGraph excel at multi-hop queries - LLM can follow relationships easily
  3. Acc/1K metric shows ISONGraph provides 3.5x more value per token than JSON
  4. Graph-specific format helps LLM understand relationships better than flat JSON