Find AI data leaks and unsafe agent behavior before customers do

AI failures can become multimillion-dollar business incidents. IBM's 2026 research reports an average $5.33 million cost for breaches involving AI models or applications. Among breached organizations studied, 21% reported such an incident, versus 13% in the previous benchmark; prompt injection appeared in 25% of AI-related breaches. These are study findings among breached organizations, not a prediction of any individual company's risk or loss. THE GAP: WORKING AI IS NOT EVIDENCE OF SAFE AI BEHAVIOR A chatbot can expose protected information. An injected document can redirect an assistant. An agent can call an unintended tool while returning a reassuring answer. A successful demo does not show how an application behaves under adversarial inputs or whether a fix survives the next update. The software gives engineering and security teams a repeatable testing-and-release workflow: challenge selected behaviors, review evidence, fix observable failures, retest and apply configurable CI gates. A self-hosted Docker runner executes validation in the customer's environment. Captured tool-call checks compare observed tools and typed arguments with explicit expectations. They require application capture and do not independently prove backend effects or enforce permissions. No product can infer safe behavior from a reassuring chat response alone. GROWTH OPPORTUNITY FOR A BUYER A security consultancy can add scoped AI assessments and remediation retests. An AI development agency can incorporate security acceptance checks into client delivery. A software operator can develop recurring testing for teams updating prompts, models and agent workflows. These are opportunities to validate, not established revenue streams. The acquisition provides implemented software and commercial workflows for a buyer with customer relationships to develop further. It does not guarantee breach prevention or certify compliance; no quantified customer savings have been established. TRANSFERABLE FOUNDATION Proposed assets include source code, runner, CI gates, evidence exports, domain, brand, website content, documentation, sales materials and a YouTube channel with two product videos. Firebase authentication and Stripe checkout/licensing workflows are in place. Transfer follows the agreed asset scope and provider procedures. A detailed CIM is available to approved buyers. Launched March 2026 by a solo founder. Revenue and ARR are $0, with zero paying customers. Costs average about $140/month (founder estimate). Existing offers include scan packs and a subscription with a licensed runner. Paid demand remains unproven. WEBSITE AND AI DISCOVERY - inspected October 14, 2026 Cloudflare's detailed Last 30 days report recorded approximately 188,560 HTTP requests, including 69,780 to the public MCP endpoint, and approximately 30,020 pageviews, including 522 on the free-tools hub and 428 on pricing. Separately, Last 7 days AI Crawl Control recorded approximately 11,930 AI crawler requests, about 15% above the preceding period; approximately 10,440 were classified as Claude-User. The MCP endpoint was the most crawled path. Traffic includes automated discovery, crawlers, testing and potentially owner activity. It is not verified human visitors, active customers, successful tool executions or revenue, and is separate from connected Google Analytics metrics. IBM source: https://www.ibm.com/think/perspectives/every-ai-agent-followed-rules-data-still-leaked . IBM does not endorse this product; the study is market context, not evidence of product effectiveness.