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LLM Context Window Calculator

Visualize how much of each AI model's context window your prompt or document uses across 12+ LLMs.

🔢 Instantly see which models can handle your text

Paste your text to visualize how much of each AI model's context window it uses. Uses a ~4 chars/token heuristic approximation.

Estimated tokens:0
0 words · 0 chars
Filter by provider:

GPT-4o

OpenAI · 128K context

Fits easily
0.0% used128.0K tokens remaining
Max context128.0K tokens
Your input0 tokens

GPT-4o mini

OpenAI · 128K context

Fits easily
0.0% used128.0K tokens remaining
Max context128.0K tokens
Your input0 tokens

GPT-4 Turbo

OpenAI · 128K context

Fits easily
0.0% used128.0K tokens remaining
Max context128.0K tokens
Your input0 tokens

GPT-3.5 Turbo

OpenAI · 16K context

Fits easily
0.0% used16.4K tokens remaining
Max context16.4K tokens
Your input0 tokens

Claude 3.5 Sonnet

Anthropic · 200K context

Fits easily
0.0% used200.0K tokens remaining
Max context200.0K tokens
Your input0 tokens

Claude 3 Opus

Anthropic · 200K context

Fits easily
0.0% used200.0K tokens remaining
Max context200.0K tokens
Your input0 tokens

Claude 3 Haiku

Anthropic · 200K context

Fits easily
0.0% used200.0K tokens remaining
Max context200.0K tokens
Your input0 tokens

Gemini 1.5 Pro

Google · 2M context

Fits easily
0.0% used2.0M tokens remaining
Max context2.0M tokens
Your input0 tokens

Gemini 1.5 Flash

Google · 1M context

Fits easily
0.0% used1.0M tokens remaining
Max context1.0M tokens
Your input0 tokens

Gemini 2.0 Flash

Google · 1M context

Fits easily
0.0% used1.0M tokens remaining
Max context1.0M tokens
Your input0 tokens

Llama 3.3 70B

Meta (via Groq) · 128K context

Fits easily
0.0% used128.0K tokens remaining
Max context128.0K tokens
Your input0 tokens

Mistral Large

Mistral · 128K context

Fits easily
0.0% used131.1K tokens remaining
Max context131.1K tokens
Your input0 tokens

Token counts are approximations using a character-based heuristic (~4 chars/token). Actual tokenization varies by model and may differ ±10–15%. For production use, implement the exact tokenizer (tiktoken for OpenAI, claude-tokenizer for Anthropic).

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How to use the Context Window Calculator

Paste your document or prompt text. The visual gauge shows percentage of context window used and tokens remaining across GPT-4o (128K), Claude 3.5 (200K), Gemini 1.5 Pro (2M), and more.

?Frequently Asked Questions

What is the LLM Context Window Calculator?

The Context Window Calculator visualizes how much of each major AI model's maximum context capacity is occupied by your input text. It compares capacities across 12+ leading LLMs, showing percentage used, tokens remaining, and threshold warnings.

Who is the LLM Context Window Calculator for?

Essential for prompt engineers, RAG (Retrieval-Augmented Generation) pipeline architects, long-document summarizers, and AI product managers.

How to Use the LLM Context Window Calculator

  1. Paste your prompt, context document, or system instructions into the text area.
  2. Filter models by provider (OpenAI, Anthropic, Google, Meta, Mistral) or view all.
  3. Inspect visual capacity gauges showing percentage of context filled and tokens remaining.
  4. Identify which models can comfortably handle your document payload.

Worked Calculation Example

A 50,000-token book excerpt uses 39.1% of GPT-4o (128K context), 25.0% of Claude 3.5 Sonnet (200K context), and only 2.5% of Gemini 1.5 Pro (2M context).

Frequently Asked Questions

What is an LLM context window?

A context window is the total memory capacity of an AI model in a single request — including all system instructions, previous conversation history, retrieved documents, and the generated response.

What happens if a prompt exceeds the context window?

If your input tokens plus desired output tokens exceed the model's context limit, the API returns a 400 Bad Request error (e.g., context_length_exceeded) and refuses execution.

Which LLM has the largest context window in 2026?

Google's Gemini 1.5 Pro currently offers the largest commercial context window at 2,000,000 tokens (~1.5 million words), followed by Gemini Flash (1M) and Claude 3.5 Sonnet (200K).

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