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Human-centered, ethical AI training and ongoing support, customized for small businesses.
AI Training and Consulting
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Services
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AI Security Alert Triage Pipeline
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End-to-end alert triage pipeline that uses Azure OpenAI (RAG over Azure AI Search) to automatically classify cloud security alerts as genuine incidents or false positives, with a human-in-the-loop review step for edge cases. Backend (FastAPI) is deployed on Azure Container Apps with automated CI/CD on merge; a Streamlit UI provides an analyst-facing review workflow. Evaluated against a labeled test set to measure precision on incident detection and false-positive suppression.
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A fictional wealth management firm, is rolling out Microsoft 365 Copilot and AI agents to its staff. This case study walks through realistic scenarios where helpful AI creates serious risk for a regulated firm: an employee's innocent question surfaces confidential deal information, and an agent's file cleanup destroys records the firm is legally required to keep. Each scenario shows two outcomes, without safeguards and with them, and maps the Microsoft Purview, SharePoint and Copilot Studio controls that prevent the harm to a risk register, the NIST AI RMF and SEC and FINRA requirements.
Frequently Asked Questions about AI
What AI tool should I use?
Does my company data stay private when I use an AI?
Is AI output accurate and trustworthy?
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