Why agentic systems silently mis-execute — and the AI GRC Engineering control plane required to govern them. Agentic AI is entering a new phase. We’ve moved from models that generate text to systems that take actions — routing tickets, applying policies, updating records, calling tools, and executing multi‑step workflows across
What the Doctronic Incident Teaches Us About AI GRC Engineering In early 2026, researchers from Mindgard published a red-team assessment of an emerging medical AI assistant called Doctronic. The findings were unsettling. Within a single conversation, researchers were able to manipulate the AI system into: * recommending methamphetamine as a treatment
Artificial intelligence is rapidly evolving from systems that generate information to systems that interact with real software environments. AI assistants are beginning to: * access enterprise applications * retrieve and process organizational data * automate workflows * interact with APIs and databases * assist in operational decision-making As these capabilities expand, AI systems are increasingly
Executive Summary Sophie Shen is an active real estate agent operating in San Jose, California — one of the most competitive real estate markets in the United States. Representation Assurance testing revealed that despite operating in a highly relevant geographic market, Sophie Shen is structurally invisible or inconsistently represented across AI
Executive Overview Enrolled Agents (EAs) and independent tax professionals represent one of the most qualified and technically authorized segments of the tax resolution industry. Enrolled Agents are federally licensed by the IRS and possess full authority to represent taxpayers before the IRS. Despite this legal authority and technical expertise, Representation
Executive Overview Habbas & Associates is a well-established personal injury law firm headquartered in San Jose, California, with significant litigation results and strong local brand presence. However, Representation Assurance testing revealed that Habbas & Associates experiences systematic suppression in AI-driven local discovery queries. This suppression directly impacts visibility during the
Executive Overview Repasure conducted a Representation Assurance audit of Optima Tax Relief across major AI assistants, including ChatGPT, Claude, Gemini, Copilot, and Perplexity. The findings show that Optima Tax Relief is generally represented accurately, consistently, and credibly. However, AI assistants apply implicit recommendation thresholds and economic heuristics, frequently recommending Optima
A Representation Assurance case study on structural suppression, hallucinated controversies, and authority signal gaps in AI recommendation systems. Executive Summary Obvi is a high-growth Shopify-native collagen supplement brand with strong direct-to-consumer traction, significant retail presence, and large community engagement. Despite its commercial success and market visibility, Representation Assurance testing revealed
Why inconsistent AI representation of Palo Alto Networks, CrowdStrike, and Zscaler introduces a new governance risk in the agentic era Author: Anh Nguyen Organization: Repasure.ai Published: February 2026 Executive Summary As AI agents increasingly assist with cybersecurity decisions, a new question emerges: Can enterprises trust how AI systems represent
As patients increasingly rely on AI to interpret insurance coverage and billing, the accuracy of AI-mediated healthcare representation becomes a governance issue — not just a technical one. A medical bill dropped from $195,000 to $33,000 — with help from AI A U.S. family recently used an AI assistant
Salesforce’s flagship AI platform is called Agentforce. Salesforce’s customer-facing chatbot is also powered by Agentforce. So when I asked the chatbot a simple question— “What is Agentforce?” —I expected a clear, authoritative answer. Instead, the chatbot responded: “Agentforce is a Salesforce marketplace designed to enhance the capabilities of
Executive Summary Hims & Hers is one of the most visible telehealth platforms in the United States. It provides prescription medications, connects patients with licensed clinicians, and operates entirely through a digital platform. Because of its visibility and digital-first model, it is frequently referenced by AI assistants when users ask