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Is AI Slowing Down Your Platform?
AI usually isn't the reason enterprise platforms slow down. More often, it amplifies existing workflows, automations, and integrations, exposing inefficiencies that were already there. Before blaming AI, ask whether you're solving a process problem—or simply automating one.
3 min read
Confused by AI Terms? A Simple City Guide to Understanding
Confused by terms like MCP, knowledge graphs, AI studios, builders, and coding assistants? You're not alone. Every AI platform uses different names for similar concepts. This city analogy translates the terminology used by ChatGPT, Claude, Gemini, Microsoft Copilot, and Atlassian into a common language that's much easier to understand.
4 min read
Will AI Replace Online Communities?
Illustration of a person standing between an AI assistant and a community discussion network. The AI organizes existing knowledge into instant answers while people collaborate, share experiences, and create new knowledge that feeds future AI systems.
3 min read
Are Platforms Being Designed to Increase AI Consumption?
As AI becomes embedded into everyday software, more workflows begin with an AI prompt instead of a blank page. That improves accessibility but also raises new questions about governance, usage, and consumption-based pricing. User experience is no longer just about usability—it increasingly influences how organizations adopt and pay for AI.
3 min read
Should AI Agent Instructions Be Visible?
As organizations build more AI assistants across ChatGPT, Microsoft Copilot, Google Gemini, and Claude, a new governance question is emerging: Should agent instructions be visible or hidden? The answer isn't simply yes or no. It depends on balancing transparency, trust, security, intellectual property, and responsible AI governance.
3 min read
AI Can Build Your App. Understanding the Platform Still Matters.
AI can generate a working application in minutes, but building a successful solution still requires understanding the platform behind it. Whether you're using Microsoft Copilot Studio, Google Vertex AI Studio, Amazon Q Apps, or Atlassian Rovo Studio, AI lowers the barrier to development while making governance, security, permissions, and architecture more important than ever.
3 min read
Why Your AI Strategy Needs More Than Personal API Tokens
AI assistants, AI search, AI agents, and workflow automation all need secure access to enterprise systems. As organizations scale AI adoption, many are moving away from personal API tokens in favor of governed service accounts that provide stronger security, auditing, and accountability.
3 min read
If AI Writes the Code, Who Owns It?
If AI generates your code, who owns it? The answer is more complex than many expect. As tools like ChatGPT, Claude, Gemini, and GitHub Copilot become part of everyday software development, organizations are asking new questions about ownership, licensing, governance, and commercial rights—not just whether AI can write code.
3 min read
AI Can Build Apps. So Why Are Developers Still Debugging?
AI can generate impressive applications in minutes, but moving from prototype to production remains a challenge. Across platforms like ChatGPT, Claude, Gemini, and GitHub Copilot, developers still rely on testing, debugging, version control, and human judgment to build secure, reliable software. The future is promising, but we're not quite at one-click production.
2 min read
Why the Same AI Doesn't Always Behave the Same Way
The same AI assistant can produce different results depending on where it's used. Internal workspaces, customer portals, productivity apps, and enterprise platforms often provide different permissions, APIs, and workflow access. Understanding how the execution environment shapes AI behavior helps organizations design better experiences, troubleshoot issues faster, and set realistic expectations for automation.
3 min read
Why AI Can Read Some Attachments—But Not Others
Can your AI assistant read every attachment? It depends. ChatGPT Enterprise, Microsoft 365 Copilot, Google Gemini, and Claude all support document analysis, but permissions, storage location, indexing, and execution context determine what the AI can actually access. Here's how the four leading enterprise AI platforms compare.
4 min read
Why Can't My AI Search Everything Across My Organization?
Enterprise AI assistants don't automatically search every system in your organization—even when those systems belong to the same company. Learn why platforms like Atlassian Rovo, Microsoft 365 Copilot, Google Gemini, and Salesforce Agentforce respect security and organizational boundaries, and how APIs, automation, custom integrations, and MCP can help bridge the gaps.
3 min read
Should You Use a Third-Party MCP Server or a Managed One?
The trade-off isn’t capability—it’s control, responsibility, and how much you’re willing to manage.
2 min read
Have You Hit AI Indexing Limits with Large Data Sources?
Most teams hit data quality and relevance issues first. Here’s what really happens at scale—and how to plan for it.
2 min read
Why Did an AI Tool Take the Wrong Action Instead of What I Asked?
This isn’t just a bug. It’s a growing challenge in how AI interprets intent and executes tasks.
2 min read
Why Can’t AI Read Content Inside Dynamic Components or Macros?
AI doesn’t “see” your screen—it reads structured data. If content is embedded or dynamically rendered, it may be invisible to AI. Here’s how storage design impacts what AI can access.
2 min read
Why Can’t AI Return a List of Users I Can See in the UI?
The answer lies in how data is structured behind the scenes—not everything visible is queryable.
2 min read
Why Do AI Connectors Show 0 Indexed Objects?
Connected your data but seeing 0 indexed objects? It’s usually not broken. Learn the most common indexing issues—timing, permissions, and connector limits—and how to troubleshoot them.
2 min read
Is There a Better Way to Surface Custom AI Agents?
You built powerful AI agents—but no one uses them. The real challenge isn’t creation, it’s discovery. Learn practical ways to surface the right agent at the right time.
2 min read
Can AI Connectors Index Everything in Your Intranet or Knowledge Base?
Can AI connectors index your entire intranet? Not quite. Learn what connectors actually index, where they fall short, and why indexing everything can hurt more than help.
2 min read
Get to Know Make AI Work
Skip the hype—Make AI Work gives you the frameworks, use cases, and worksheets you need to adopt AI with clarity and confidence. Whether you're leading a team or just getting started, this book brings the Unified AI Adoption Model (PAAF + SAAF) to life in an 8-hour narrative packed with real-world examples and practical tools.
Available in paperback, e-reader and audiobook formats, it's your field guide to turning AI from buzzword into business value.
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