AI API and infrastructure cost guides

Architecture-level comparisons for routing, cloud platforms, caching, batch, embeddings and multimodal APIs.

Edited by Infrastructure Economics Desk

• OpenRouter Pricing

  OpenRouter Pricing compared for evaluating a model-routing marketplace, with real cost, limits, workflow fit, risks and a practical decision test.

• OpenRouter vs Direct Provider APIs

  OpenRouter vs Direct API compared for choosing aggregation or direct contracts, with real cost, limits, workflow fit, risks and a practical decision test.

• AWS Bedrock vs Azure OpenAI vs Vertex AI

  Bedrock vs Azure Openai vs Vertex AI explained with real cost, limits, workflow fit, risks and a practical decision test.

• AI Prompt Caching Costs Compared

  AI Prompt Caching Costs compared for reducing repeated context expense, with real cost, limits, workflow fit, risks and a practical decision test.

• LLM Batch API Pricing Compared

  LLM Batch API Pricing compared for running non-urgent inference, with real cost, limits, workflow fit, risks and a practical decision test.

• Embedding API Pricing Compared

  Embedding API Pricing compared for building search and retrieval, with real cost, limits, workflow fit, risks and a practical decision test.

• Speech-to-Text API Pricing Compared

  Speech To Text API Pricing compared for products transcribing calls and media, with real cost, limits, workflow fit, risks and a practical decision test.

• Text-to-Speech API Pricing Compared

  Text To Speech API Pricing compared for generating voice, with real cost, limits, workflow fit, risks and a practical decision test.

• Image Generation API Pricing Compared

  Image Generation API Pricing compared for products creating images at scale, with real cost, limits, workflow fit, risks and a practical decision test.

• AI Video Generation Pricing Compared

  AI Video Generation Pricing compared for creators budgeting generated video, with real cost, limits, workflow fit, risks and a practical decision test.