technology oversight

CFO reviewing a dashboard with folders, data links, charts, and checkmarks.

How to Build a Technology Benefits Register CFOs Can Audit

One control record gives you a clear view of the outcomes your investments should produce. It shows who owns each one, how it’s measured, and what evidence supports its value. Here, it means a program or portfolio record, not employee benefits software or a public benefits platform. Nor is it an advocacy hub for medicare […]

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An analyst examines a glowing network with cloud links, devices, and a red alert node.

Shadow AI: Find Hidden Tools Before Disclosure

Shadow AI is already inside your business. Employees use artificial intelligence through AI tools such as ChatGPT, Claude, Gemini, DeepSeek, coding assistants, and embedded SaaS features to move faster, often without clear approval, ownership, or oversight. You don’t need to assume bad intent. Most employees are trying to solve a real problem. Your job is

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A glowing workflow network inside a glass shield, connected to approval, privacy, safety, and escalation symbols.

AI Liability Questions to Answer Before Customer Workflow Launch

Customer-facing artificial intelligence systems can answer questions, recommend actions, route cases, approve requests, and shape how people experience your company. That makes AI liability a business issue before it becomes a legal one. A wrong answer, exposed private data, or inconsistent treatment can create safety risks and encourage harmful reliance. Customers won’t blame the model

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The Technology Disclosures in Your S-1: What Gets Written and Who Gets Blamed

The Technology Disclosures in Your S-1: What Gets Written and Who Gets Blamed

An S-1 registration statement can turn years of technology choices into public statements. Outages, cyber events, technical debt, vendor dependence, weak controls, and delayed projects may all become part of the story investors read. Preparing for an Initial Public Offering (IPO) involves significant oversight from the Securities and Exchange Commission to ensure the company provides

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