Is UntrainedModel free to use?

Yes, UntrainedModel provides free access to AI tools for content and code generation using models like GPT-5, Gemini, and Claude.

What AI models does UntrainedModel support?

UntrainedModel supports multiple AI models including OpenAI's GPT-5, Google's Gemini, and Anthropic's Claude for various content and code generation tasks.

Can I use UntrainedModel for coding?

Yes, UntrainedModel offers specialized tools for code generation, debugging, and programming assistance across multiple programming languages.

Token Intelligence

Precision context analysis and cost projection for modern LLM architectures.

Context Input

Total Utilization

Tokens Detected

Word Count

Characters

Sentences

Paragraphs

Projected Cost

gpt 4o$5.00/1M

$0.000000

gpt 4o mini$0.15/1M

$0.000000

claude 3 5 sonnet$3.00/1M

$0.000000

gemini 1 5 pro$3.50/1M

$0.000000

deepseek v3$0.14/1M

$0.000000

llama 3 70b$0.90/1M

$0.000000

Understanding Tokenization

In the realm of Large Language Models (LLMs), a "token" is the fundamental unit of semantic meaning. Unlike traditional word counts, tokenization parses text into efficient vector representations—words, sub-words, or even single characters.

English Text

1,000 Tokens ≈ 750 Words

Code / Syntax

1,000 Tokens ≈ 3,000 Characters

Accurate token analysis is the cornerstone of cost-effective AI development. Whether you're optimizing context windows for RAG pipelines or estimating API spend for enterprise deployments, precise measurement is non-negotiable.

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