Udemy - AI Cost Optimization - Reduce LLM and API Spending

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Udemy - AI Cost Optimization - Reduce LLM and API Spending (Size: 3.4 GB)
  Bonus Resources.txt 102.4 B
  Get Bonus Downloads Here.url 204.8 B
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  1 - Understanding AI Costs
  0 - Do All LLMs Speak the Same Language (Description).html 1 KB
  0 - Do All LLMs Speak the Same Language.mp4 217.4 MB
  1 - AI Consumer vs. AI Developer Two Approaches to AI Cost (Description).html 921.6 B
  1 - AI Consumer vs. AI Developer Two Approaches to AI Cost.mp4 64.5 MB
  2 - How to Calculate Token Costs (Description).html 1.5 KB
  2 - How to Calculate Token Costs.mp4 247.1 MB
  2 - Layer 1 — Control Output Costs
  3 - Layer 2 — Control Input Costs
  4 - Layer 3 — Reduce AI API Calls
  10 - Reduce API Calls with Semantic Caching (Description).html 1.8 KB
  10 - Reduce API Calls with Semantic Caching.mp4 287.4 MB
  11 - Apply Per-User Rate Limits (Description).html 1.9 KB
  11 - Apply Per-User Rate Limits.mp4 222.1 MB
  5 - Layer 4 — Reduce Cost per Token
  12 - Route Requests by Task Complexity (Description).html 1.6 KB
  12 - Route Requests by Task Complexity.mp4 384.4 MB
  13 - Use Batch APIs for Lower-Cost Asynchronous Jobs (Description).html 1.4 KB
  13 - Use Batch APIs for Lower-Cost Asynchronous Jobs.mp4 300.9 MB
  9 - Reduce API Calls with Exact-Match Caching (Description).html 819.2 B
  9 - Reduce API Calls with Exact-Match Caching.mp4 341.7 MB
  5 - Control Costs with a Sliding Context Window (Description).html 1.5 KB
  5 - Control Costs with a Sliding Context Window.mp4 306.3 MB
  6 - Summarize Conversation History to Reduce Tokens (Description).html 1.4 KB
  6 - Summarize Conversation History to Reduce Tokens.mp4 169.5 MB
  7 - Compress Prompts Without Losing Meaning (Description).html 1.4 KB
  7 - Compress Prompts Without Losing Meaning.mp4 155.9 MB
  8 - Use RAG to Retrieve Only Relevant Context (Description).html 1.6 KB
  8 - Use RAG to Retrieve Only Relevant Context.mp4 254.8 MB
  3 - Reduce Output Tokens with Better Prompt Instructions (Description).html 1.2 KB
  3 - Reduce Output Tokens with Better Prompt Instructions.mp4 252.4 MB
  4 - Set Maximum Tokens to Control Output Costs (Description).html 1.5 KB
  4 - Set Maximum Tokens to Control Output Costs.mp4 249.8 MB

Description


AI Cost Optimization: Reduce LLM and API Spending
https://WebToolTip.com
Published 8/2026

MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch

Language: English | Duration: 3h 56m | Size: 3.37 GB
Control token usage, reduce API calls, use caching, model routing, RAG, and batch processing to lower AI costs
What you'll learn

Identify the major sources of unnecessary AI and large language model costs.

Measure AI usage and establish a clear baseline for cost, quality, and performance.

Apply prompt, model, caching, and workflow optimizations to reduce AI spending

Build a practical AI cost-reduction plan without compromising business outcomes

Select cost-effective AI models based on task complexity and business requirements.

Monitor AI costs using meaningful metrics, budgets, and governance controls.
Requirements

No advanced AI, programming, or data science experience is required.

A basic understanding of generative AI tools and business workflows is helpful.

An interest in reducing AI costs while maintaining quality and performance.

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