Indirect Prompt Injection Defensev1.0.0

A social media platform uses this skill to scan user-generated posts and comments before AI-powered moderation systems process them. This prevents malicious users from embedding instructions that could manipulate the AI into approving harmful content or leaking user data through seemingly innocent posts.

A financial institution processes thousands of external documents daily, including emails, PDF reports, and shared spreadsheets. This skill scans all incoming content before AI systems extract data, preventing attackers from hiding instructions that could redirect financial transfers or leak sensitive client information.

A customer service AI reads user-submitted support tickets and attachments. This skill detects when customers or malicious actors embed hidden instructions in their messages, preventing the AI from being tricked into revealing internal information or performing unauthorized account actions.

An academic research team uses AI to analyze web-scraped articles and documents. This skill screens all external content before processing, preventing manipulated sources from redirecting the AI's analysis or embedding false data that could compromise research integrity.

A healthcare provider uses AI to process patient-submitted forms, medical records, and external lab reports. This skill detects hidden instructions that could manipulate the AI into misclassifying data or leaking protected health information through encoded payloads.

Offer the detection skill as a cloud API service where businesses pay monthly per content scan volume. Integrate with existing content processing pipelines through simple API calls, with tiered pricing based on usage levels and detection accuracy requirements.

Sell on-premise licenses to large organizations with strict data sovereignty requirements. Include customization options, dedicated support, and integration assistance for embedding the skill into proprietary AI systems and workflows.

Package the skill as a developer library with SDKs for popular programming languages. Offer free basic detection with paid upgrades for advanced patterns, homoglyph detection, and priority updates when new attack vectors emerge.