AI Token & LLM Cost Glossary

Tokenizer: How AI Processes Text into Tokens

A tokenizer is a fundamental component of Large Language Models (LLMs) that splits raw input text into smaller pieces called tokens.

DeepSeek API Billing and Token Conversion Guide

Comprehensive guide to DeepSeek-V3 and DeepSeek-R1 API pricing, token efficiency, context window limitations, and optimization strategies using context caching and aggregation gateways.

GPT-5.5 API Pricing and Token Estimation Guide

Comprehensive review of OpenAI's latest GPT-5.5 Pro, Standard, Mini, and Nano API pricing, o200k tokenizer efficiency, context limits, and cost-reduction tips using caching and aggregators.

Suno API: Audio & Music Generation Billing Explained

Suno API allows developers to generate high-fidelity music, vocals, and sound effects. Learn how Suno pricing and token billing work.

Seedance 2.0 API: Advanced Video Generation Pricing & Guide

Seedance 2.0 API is a high-performance model for realistic video generation from text and image prompts. Learn how video generation billing works.

Prompt Caching: Reducing LLM Pricing & Latency

Prompt Caching is an optimization technique that stores frequently used context (like system instructions or documents) in the LLM provider's memory, reducing input cost and time-to-first-token.

ElevenLabs API: Text-to-Speech Pricing & Billing Explained

ElevenLabs API provides ultra-realistic voice synthesis and voice cloning. Learn how character-based billing and costs work.

Context Window: Understanding LLM Memory Limits

A context window defines the maximum number of tokens an LLM can process in a single conversation request, including prompt input and generation output.

Tokenizer: How AI Processes Text into Tokens

A tokenizer is a fundamental component of Large Language Models (LLMs) that splits raw input text into smaller pieces called tokens.

GPT-5.5 API Pricing and Token Estimation Guide

Comprehensive review of OpenAI's latest GPT-5.5 Pro, Standard, Mini, and Nano API pricing, o200k tokenizer efficiency, context limits, and cost-reduction tips using caching and aggregators.

DeepSeek API Billing and Token Conversion Guide

Comprehensive guide to DeepSeek-V3 and DeepSeek-R1 API pricing, token efficiency, context window limitations, and optimization strategies using context caching and aggregation gateways.

Suno API: Audio & Music Generation Billing Explained

Suno API allows developers to generate high-fidelity music, vocals, and sound effects. Learn how Suno pricing and token billing work.

Seedance 2.0 API: Advanced Video Generation Pricing & Guide

Seedance 2.0 API is a high-performance model for realistic video generation from text and image prompts. Learn how video generation billing works.

Prompt Caching: Reducing LLM Pricing & Latency

Prompt Caching is an optimization technique that stores frequently used context (like system instructions or documents) in the LLM provider's memory, reducing input cost and time-to-first-token.

ElevenLabs API: Text-to-Speech Pricing & Billing Explained

ElevenLabs API provides ultra-realistic voice synthesis and voice cloning. Learn how character-based billing and costs work.

Context Window: Understanding LLM Memory Limits

A context window defines the maximum number of tokens an LLM can process in a single conversation request, including prompt input and generation output.

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