A competitor extracts your AI’s persona and replicates your product.
OWASP SCENARIO #3 — Competitive Exposure
System prompt reveals proprietary product design, pricing strategy, and brand positioning
A SaaS company launches an AI sales assistant. The system prompt contains the product’s differentiators, pricing tiers, objection-handling playbook, competitive positioning against named rivals, and the exact decision tree the AI uses to route leads. A competitor extracts the prompt via multi-step probing. They now have: a verbatim copy of the sales methodology, the pricing structure, the competitor analysis, and the lead-routing logic. They replicate the assistant with a few tweaks and launch it as their own product within weeks.
Why it matters: OWASP explicitly flags this scenario: “details in the system prompt could expose information that aids in attacking other components of the system.” But it goes further — proprietary business intelligence is a target in itself, even without a technical exploit to follow.
The Fix
Keep the prompt generic enough that extraction reveals nothing proprietary. Complex product logic, competitive analysis, and sales playbooks belong in internal documentation — not in a layer a user can probe.