Effective purpose-based classification requires at least 12 months of full-fidelity data to distinguish between seasonal referral patterns and long-term resource extraction. While many legacy tools default to 30-day windows, this history is too short to calculate stable crawl-to-refer ratios or detect when a previously beneficial AI crawler shifts toward aggressive scraping.