Team cuts LLM scraping costs 74% using tiered preprocessor

To reduce scraping costs and avoid anti-bot blocks when tracking enterprise GPU availability, a team developed a tri-tier routing engine and deterministic pre-processor that replaces raw HTML ingestion for AI agents. By utilizing direct HTTP/2 requests, managed web unlockers, and cloud browsers combined with structured JSON-LD harvesting and density pruning, the system cut extraction costs by 74 percent, reduced token usage significantly, and improved success rates. Open article →