Apex36|Blogs
Apex36

Transforming visionary ideas into scalable solutions.

Contact

  • Mumbai, India
  • +91 90820 75121
  • office@apex36tech.com

Connect

LinkedInGitHubTwitter

© 2026 Apex36. All rights reserved.

  1. Home
  2. Blogs
  3. toon-a-fresh-token-smart-alternative

TOON: A Fresh, Token-Smart Alternative to JSON for the LLM

Nov 12, 2025•2 min read

TOON is a compact, human-readable data format designed to reduce token usage and lower costs in AI and LLM workflows.

TOON: A Fresh, Token-Smart Alternative to JSON for the LLM

When we talk about data serialization formats, JSON tends to walk into the room wearing sunglasses like a rockstar — it’s everywhere, everyone supports it, and it works well enough. But the world has changed. We now feed structured data to Large Language Models (LLMs), and suddenly every token matters: cost, speed, context window… all are strategic constraints.

Enter TOON — Token-Oriented Object Notation — a compact and elegant data notation tailored for LLM interactions.
Think of it as the data format for conversations, not storage.

🪄 TOON reduces token usage without sacrificing structure or clarity.

Comparison between other formates

🎯 TOON by Example

JSON:

{   "products": [
    {
      "id": 1,
      "name": "Phone",
      "price": 699
    },
    {
      "id": 2,
      "name": "Laptop",
      "price": 1299
     }   
  ] 
}

TOON:

products[2]{id,name,price}:

1,Phone,699

2,Laptop,1299

Notice the philosophy:

  • Show the structure once
  • Then list the data cleanly
  • No repeating keys ✅
  • No quotes unless needed ✅
  • No curly braces everywhere ✅

It’s structured like JSON
But compact like CSV
And read like plain text
A rather elegant bridge

🎨 The Syntax Pattern (Simple and Predictable)

<name>[<count>]{<fields>}:

<row1 values>

<row2 values>

...

Yes — that’s nearly the entire grammar in one breath.

TOON works best when:

  • you have lists of objects
  • with the same fields

In other words, TOON loves tables.

⚡ Performance & Token Savings

When sending data to LLMs, each character turns into tokens, which affect:

  • Prompt cost (yes, your bill 💸)
  • Model response time
  • How much data you can fit into the context window

TOON cuts token usage by removing redundancy.

It’s not uncommon to see 20%–60% token savings on large datasets.

This can translate to:

  • Cheaper AI pipelines
  • Bigger datasets included in context
  • Better reasoning accuracy (because more info fits at once)

This is practical efficiency — not theoretical.

🔗Resource:

https://github.com/toon-format/toon

https://dev.to/sreeni5018/toon-vs-json-a-modern-data-format-showdown-2ooc

https://smali-kazmi.medium.com/toon-vs-json-the-modern-data-format-showdown-built-for-the-ai-era-52549a2c3d1e

Apex36

Stop overpaying for tokens?

Let's discuss how TOON optimizes your data for significant LLM cost savings.

Schedule a call

Related Articles

Continue exploring these related topics

Claude Opus 4.8 vs GPT-5.5: Benchmarks, Pricing & Who Wins in 2026
AI Models
LLMs

Claude Opus 4.8 vs GPT-5.5: Benchmarks, Pricing & Who Wins in 2026

Two flagship AI models. Five weeks apart. Same price — but very different strengths. Here's the honest breakdown of Claude Opus 4.8 vs GPT-5.5 on benchmarks, pricing, and real-world performance.

Jun 1, 2026•7 min read
Clawdbot: The AI Assistant Everyone’s Talking About 🚀
Industry News
AI Productivity

Clawdbot: The AI Assistant Everyone’s Talking About 🚀

Clawdbot is an open-source, self-hosted AI assistant with persistent memory and automation. Run it locally and connect WhatsApp, Telegram and Slack.

Jan 27, 2026•4 min read
Claude Coworker Released — AI That Works for You.
Industry News
Developer Tools

Claude Coworker Released — AI That Works for You.

Discover Claude Coworker, Anthropic’s new AI feature that helps automate work tasks and manage files like a virtual coworker. Research preview now available.

Jan 14, 2026•4 min read

Previous

GPT-5.1: The Smarter, More Human Upgrade to ChatGPT

Next

1X Neo: The First Real Humanoid Robot You Can Actually Own