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●GPT-6.1 SOL — Added to Rork's model menu (09-29) with Low, Medium and High effort; included on Pro and Max●SONNET 5.5 — Claude Sonnet 5.5 is selectable: strong at UI design and faster than Sonnet 5 (09-28)●SDK 58 — Beta since 09/15 with no stable date yet; running projects in Expo Go has required login since 09/03●WIDGET — A write-up traces an iOS widget that renders black only in production builds●OBSERVE — EAS Observe now records native crashes too (SDK 57.0.21 or later, 10/07)●NEW — My App Open Ad Only Showed When the App…●GPT-6.1 SOL — Added to Rork's model menu (09-29) with Low, Medium and High effort; included on Pro and Max●SONNET 5.5 — Claude Sonnet 5.5 is selectable: strong at UI design and faster than Sonnet 5 (09-28)●SDK 58 — Beta since 09/15 with no stable date yet; running projects in Expo Go has required login since 09/03●WIDGET — A write-up traces an iOS widget that renders black only in production builds●OBSERVE — EAS Observe now records native crashes too (SDK 57.0.21 or later, 10/07)●NEW — My App Open Ad Only Showed When the App…
Articles/AI Models
◉ AI Models/2026-04-03Advanced

Rork × Claude API: Complete Implementation Guide for Prompt Caching and Extended Thinking

Master Claude API's Prompt Caching and Extended Thinking to dramatically improve your Rork app's AI quality. Covers cost reduction up to 90%, response speed optimization, and high-accuracy reasoning with production-ready code examples.

Claude API11Prompt CachingExtended ThinkingAnthropic4AI ImplementationRork Max236Cost Optimization

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Setup and context: How Claude's Advanced Features Transform Your App

If you've built an AI-powered app with Rork Max, you've probably run into two common pain points: API costs spiraling out of control, or AI responses that aren't quite good enough for complex questions. Anthropic's Claude API offers two powerful features that directly address both problems — Prompt Caching and Extended Thinking.

Prompt Caching lets you cache repeated portions of your prompts on Anthropic's servers, reducing API costs by up to 90% while significantly improving response latency. Extended Thinking, introduced with Claude 3.7 Sonnet, enables the model to engage in an internal reasoning process before responding — delivering dramatically higher accuracy on complex tasks like multi-step problem solving, architectural design, and analytical comparisons.

This guide provides production-ready implementations of both features for Rork Max apps. It's written for developers who already understand Claude API basics (see Building an AI Assistant App with Claude API) and want to take their implementation further.


Understanding Prompt Caching

Why Prompt Caching Matters

In a standard Claude API request, every token in your input is processed and billed on each request. If you're sending a lengthy system prompt or retrieving large documents via RAG and including them in every request, costs accumulate fast.

With Prompt Caching, the Claude API server stores a portion of your input. When subsequent requests hit that cache, processing is skipped for those tokens — delivering three concrete benefits:

  • Cost reduction: Cached input tokens are billed at approximately 10% of the standard input token rate
  • Faster responses: Time to first token drops dramatically on cache hits (often 80%+ improvement)
  • Practical large-context use: You can include extensive documentation or knowledge bases without worrying about token costs

Scenarios Where Prompt Caching Shines

These use cases see the biggest wins from Prompt Caching:

  • Tutorial apps: AI assistants backed by full technical documentation or textbooks
  • Customer support bots: Bots that embed detailed FAQs and product specs in their system prompt
  • Legal or medical apps: Specialized apps that hold large regulatory documents or clinical guidelines as context
  • Code analysis tools: Development assistants that receive entire codebases as context

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What follows includes implementation code, benchmarks, and practical content we hope you'll find useful. This site runs without ads — server and development costs are supported entirely by members like you. If it's been helpful, we'd be truly grateful for your support.

WHAT YOU'LL LEARN
✦Reduce API costs by up to 90% using Prompt Caching while improving response speed for production Rork apps
✦Integrate Extended Thinking into Rork apps for complex multi-step reasoning, code generation, and strategic analysis
✦Production-ready patterns for streaming UI, error handling, rate limit management, and dynamic complexity routing
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