Ai Change Desk
Technology
About
AI Change Desk helps leaders, managers, and operators make sense of AI changes and run adoption without hype. Every episode follows one format: context, impact, and action.
Episodes
- AI Change Desk | EP024: Delegation Quality Check
This episode explores the shift from AI-assisted Q&A to task delegation, focusing on workflow ownership and review processes when using tools like Microsoft Copilot Cowork, Microsoft Agent 365, and Anthropic's financial agents. It provides…
- AI Change Desk | EP023: Trust Boundary Check
This episode discusses security risks and trust boundaries as AI becomes critical infrastructure. It highlights recent updates from OpenAI regarding account security, partnerships, Amazon Bedrock availability, and FedRAMP compliance, provi…
- AI Change Desk | EP022: Access Lifecycle Check
This episode explores the necessity of managing the AI access lifecycle as businesses navigate evolving partnerships, regulatory certifications, and tool availability. It provides a framework for organizations to track AI surfaces, assign…
- AI Change Desk | EP021: Model Routing Check
This episode discusses the operational risks associated with AI model changes, including routing, fallbacks, and provider dependence. It offers practical steps for conducting a model-routing control check to ensure workflow continuity and…
- AI Change Desk | EP020: Visual Workflow Control Check
This episode discusses the operational shift towards governed production surfaces for AI-generated visuals, highlighted by updates from OpenAI's ChatGPT Images 2.0 and Anthropic's Claude Design. It emphasizes the need for controls like ass…
- AI Change Desk | EP019: Release Gate Check
This episode introduces a six-step release-gate loop for managing advanced AI models by considering operational changes, cyber trust, and capacity continuity. It uses signals from Anthropic's Claude Opus 4.7, OpenAI's cyber defense initiat…
- AI Change Desk | EP018: Governance and Membership Signal Check
This episode explores the intersection of AI model governance and audience monetization. It provides an operational framework for monitoring model drift and workspace controls alongside experiments in membership-based revenue.
- AI Change Desk | EP017: Merchant Control Check
This episode explores the operational complexities of AI-driven shopping, focusing on ownership of the sale, attribution, and checkout processes. It examines recent updates from OpenAI, Shopify, and Google regarding product discovery, agen…
- AI Change Desk | EP016: National Capacity Check
This episode explores recent investments by Anthropic and Microsoft in national-scale infrastructure, cybersecurity, and workforce development. It discusses the shifting landscape of computing power and the importance of integrating these…
- AI Change Desk | EP015: Retained Artifact Check
AI work now persists after chats end, requiring ownership for retention, reuse, verification, deletion, cost review, and safety intake. This shift means retained artifacts should be treated as reusable work objects, not disposable prompt r…
- AI Change Desk | EP014: Commerce Surface Check
This episode of Ai Change Desk explores how ChatGPT is transforming into a product-discovery surface, shifting where shoppers begin their journey. It analyzes the implications for retailers, emphasizing the need to measure the entire custo…
- AI Change Desk | EP013: Career Infrastructure Check
This episode explores how AI is becoming essential career infrastructure, highlighting a capability gap in education and training systems. It discusses OpenAI's research on AI's impact on worker compensation decisions and reviews instituti…
- AI Change Desk | EP012: Work Visibility Check
This episode examines the transition of AI tools into live workflows and the importance of measuring adoption visibility. It details updates to Google and Microsoft app integrations, OpenAI workspace analytics, and a practical guide for co…
- AI Change Desk | EP011: Control Surface Check
This episode explores the integration of AI into daily workflows and the management challenges this creates. It covers Google's embedding of Gemini, Anthropic's findings on user trust in polished output, and OpenAI's positioning of models…
- AI Brief | EP010: Evaluation and Ownership Check
This episode explores operationalizing agentic AI, focusing on ownership, handoffs, and control design. It discusses new AWS guidance on operationalizing AI, YouTube’s expanded likeness-detection tools, and Anthropic’s APAC regional expans…
- AI Change Desk | EP009: Control Hardening Week
In this episode, the AI Change Desk team translates recent control signals into an operator contract, covering legal confidence, monitoring evidence, governance, and fallback ownership. The discussion builds upon previous guidance on acces…
- AI Brief | EP008: Model release control validation
This episode of AI Change Desk covers model release control validation, focusing on OpenAI's acquisition of Promptfoo and the launch of The Anthropic Institute. It also touches on NIST monitoring guidance for deployed AI systems.
- AI Change Desk | EP007: Security Workflow Control Contract
This episode of AI Change Desk examines AI security workflow control. It covers topics such as vulnerability detection, patch drafting, and pull request management within AI systems, and offers an operational playbook drawing from recent i…
- Episode 06: AI Brief: GPT-5.3 and continuity controls
This episode of Ai Change Desk, titled "Episode 06: AI Brief: GPT-5.3 and continuity controls," discusses OpenAI's GPT-5.3 Instant release and vendor continuity pressure. It proposes a 30-minute Monday control loop for managing model relea…
- AI Change Desk | EP005: Run Agents Without Losing Control
This episode of AI Change Desk provides practical controls for operators running AI systems that can execute actions. It covers governance, access control, and deployment decisions for agent-enabled workflows.
- AI Brief: what changed this week
This episode of AI Change Desk examines two operator-relevant signals: distillation attacks moving from model-lab concerns to enterprise operations risks and NIST's AI Agent Standards Initiative, which reinforces near-term interoperability…
- AI governance implementation for operators: turning policy into weekly execution
This episode of Ai Change Desk discusses transitioning AI governance from static policy documents into a practical weekly execution model for operators. It covers workflows for model-change governance, security controls, and procurement, u…
- AI policy basics for operators: what this week changed
This episode discusses translating AI policy into practical operational guidance for managers and teams, using updates regarding Claude Sonnet 4.6 and data-center electricity costs as case studies. It provides actionable steps for implemen…
- Welcome to AI Change Desk
In the inaugural episode of AI Change Desk, host Michael Hanna-Butros Meyering introduces the show's mission to treat AI rollouts as operational shifts. The episode provides a 4D framework—Decision, Data, Drift, and Deployment—to help orga…