AICML (LLX) Test Content Lab

AICML will also be known as LLX (Large-Language eXchange).

Paste raw HTML, JSON, or plain text on the left to estimate token costs. The right side shows the equivalent AICML 1.0 representation, its parsed JSON structure, and the token savings from AICML's dictionary-driven approach. Metrics recalculate automatically while you type.

Main Spec Developer Appendix

Raw Content

Tokens ≈ 0
250
AI understanding
0%
Processing speed ≈ 0ms

COPY BOTH HIGHLIGHTED CONTENT ABOVE AND ASK YOUR FAVORITE LLM TO COMPARE



What Chat GPT says about AI:CML ?

What Chat GPT says about AI:CML vs JSON ?

What Chat GPT says about AI:CML vs TOON ?

AICML Parser

Tokens ≈ 0 • Savings ≈ 0 (0%)
AI understanding
0%
Processing speed ≈ 0ms

Parsed AST Snapshot

{}
Sections: 0
Entities: 0
Rows: 0
Queries: 0