Model Distillation &
Extraction

Attackers pump structured prompts through your product and harvest the outputs to train a competing model or resell your intelligence wholesale. The tells are economic and behavioral: tiny prompts producing huge completions, cheap-model concentration for margin, headless clients with zero UI interaction, and relentless around-the-clock throughput. Vectoral scores those shapes directly — and Deep Mode adds prompt-content analysis to catch reseller wrappers and scraping templates by structure.

Extraction traffic rarely arrives from the attacker directly — it comes through a relay. Vectoral seeds canary values into responses served to suspect accounts: unique, inert markers that pass through a reseller's wrapper untouched. When one resurfaces, it identifies the relay that leaked it, and every account sitting behind that relay inherits the fingerprint.