LLM Cost Optimization: Cut Token Spend 35-50% with Hybrid

LLM cost optimization is critical for AI startups, which burn hundreds of thousands annually on inference, with 40-70% of token spend going to invisible background tasks. The article criticizes the indiscriminate use of expensive models like Claude Opus or GPT-4 for all API calls, including data extraction and summarization, leading to significant resource waste.