OverpayingForAIPricing desk

10 comprehensive guides

API and infrastructure costs

Pricing and architecture comparisons across routing, cloud, media, retrieval, and inference services.

11 min read

OpenRouter Pricing

OpenRouter Pricing: a detailed, evidence-led guide for developers evaluating a model-routing marketplace. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

OpenRouter vs Direct Provider APIs

OpenRouter vs Direct Provider APIs: a detailed, evidence-led guide for teams choosing between aggregation and direct contracts. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

AWS Bedrock vs Azure OpenAI vs Vertex AI

AWS Bedrock vs Azure OpenAI vs Vertex AI: a detailed, evidence-led guide for enterprise architects choosing a managed AI platform. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

Prompt Caching Costs Across AI Providers

Prompt Caching Costs Across AI Providers: a detailed, evidence-led guide for developers reducing repeated context expense. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

LLM Batch API Pricing Compared

LLM Batch API Pricing Compared: a detailed, evidence-led guide for teams running non-urgent high-volume inference. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

Embedding API Pricing Compared

Embedding API Pricing Compared: a detailed, evidence-led guide for teams building search, clustering, recommendation, or retrieval systems. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

Speech-to-Text API Pricing Compared

Speech-to-Text API Pricing Compared: a detailed, evidence-led guide for products transcribing calls, meetings, interviews, and media. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

Text-to-Speech API Pricing Compared

Text-to-Speech API Pricing Compared: a detailed, evidence-led guide for teams generating voice for products, media, accessibility, and support. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

Image Generation API Pricing Compared

Image Generation API Pricing Compared: a detailed, evidence-led guide for products creating images at scale. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

11 min read

AI Video Generation Pricing Compared

AI Video Generation Pricing Compared: a detailed, evidence-led guide for creators and businesses budgeting generated video. Compare real cost, limits, workflow fit, risks, and the test that should decide the purchase.

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