Introducing

ATON FORMAT

Adaptive Token-Oriented Notation

The next generation data format designed specifically for LLM optimization.
Up to 56% token reduction with zero data loss.

56%
Token Reduction vs JSON
96.3%
LLM Comprehension
$538K
Annual Savings Potential
0%
Data Loss

Real-World Examples

See how ATON transforms complex enterprise data

RAG System with 50 Document Chunks

Retrieval-Augmented Generation system processing 10,000 queries per day with complete metadata.

JSON 3,850 tokens
{
  "documents": [
    {
      "document_id": "doc_2024_001",
      "filename": "Q4_Report.pdf",
      "status": "processed",
      "total_pages": 87,
      "file_size_bytes": 2458624,
      "processing_time_ms": 3450,
      "confidence_score": 0.978,
      "language": "en",
      "document_type": "financial",
      "classification": "confidential",
      "compliance_tags": ["SOX", "GDPR"],
      "embeddings_generated": true,
      "embedding_model": "ada-002"
    }
  ],
  "chunks": [
    {
      "chunk_id": "ch_001",
      "document_id": "doc_2024_001",
      "page_number": 1,
      "content": "Q4 revenue $145.7M...",
      "confidence_score": 0.982,
      "entities": ["revenue", "growth"],
      "created_at": "2024-11-15T09:35:22Z"
    }
    /* ... 49 more chunks */
  ]
}
ATON 1,650 tokens
@schema[doc_id:str, filename:str, pages:int, 
        size:int, process_ms:int, confidence:float]
@defaults[status:"processed", language:"en", 
          embeddings:true, model:"ada-002"]

documents(1):
  doc_2024_001, "Q4_Report.pdf", 87, 2458624,
    3450, 0.978, "financial", "confidential",
    ["SOX","GDPR"]

@schema[chunk_id:str, doc_ref:ref, page:int,
        content:str, confidence:float, 
        entities:arr, created:datetime]

chunks(50):
  ch_001, ->documents[doc_2024_001], 1,
    "Q4 revenue $145.7M...", 0.982,
    ["revenue","growth"],
    2024-11-15T09:35:22Z
  /* ... 49 more rows */
57%
Token Reduction
$660/day
Cost Savings
$237K/year
Annual Savings

Format Comparison

ATON vs JSON, and CSV/VSC

Feature JSON CSV/VSC ATON
Token Efficiency Baseline 71% better 56% better
Type Safety
Nested Support
Relationships ✓ Native
Human Readable
LLM Optimized ✓✓
Schema Flexibility
Default Values

Try It Yourself

Convert your JSON to ATON and see the savings

Conversion Options

Input (JSON)

0 tokens

Output (ATON)

0 tokens

Cost Savings Calculator