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title: One Reason You're Not Seeing AI Gains
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🔱 Retrieving v. Creating In Public Affairs  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­    ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­  

| View in browser September 28, 2026 3 Minute Read 🔱 Sign up for a free demo today!   See how the latest AI and digital advocacy tools can transform your work. THIS WEEK'S EDITION One Reason You're Not Seeing AI Gains Your organization is spending more on AI than it did last year, and leadership still can't name a single outcome that changed because of it. You are not alone. In today's short read, we explain the difference between AI that finds things and AI that figures things out, and why only one of them drives results in public affairs. The Gap Most Organizations Are Facing   McKinsey published its annual global AI survey in August, polling 1,719 leaders across 97 nations. Eighty percent of people using AI said it made them personally more productive. Only 37 percent said their organization could attribute any earnings impact to it. Six percent called the impact significant.   Read those numbers again. The individual gains are real. The organizational gains went missing somewhere between the desk and the bottom line. AI Power Is No Longer The Bottleneck   For three years, the honest answer to "why isn't AI working here?" was that the models weren't good enough yet. That answer has expired. Today's models rapidly reason through problems that stumped experts eighteen months ago. Most organizations have more capability sitting unused than they know what to do with.   The constraint is no longer power. It's adoption. And the fastest way to fail at adoption is to adopt the wrong thing. Retrieval Is Not Reasoning   Here is where many public affairs shops go wrong. Walk any conference exhibit hall and count the products billed as AI-powered: legislative tracking, social listening, news monitoring. Ask what each one does. By and large, they gather information that already exists, sort it, and hand it to the customer.   That's retrieval. It is useful. It is also, at best, minimally AI. Most of these platforms are databases with a summarization layer and a new logo. They are glorified spreadsheets masquerading as AI. You are paying a premium for a faster librarian.   A librarian finds the book. A strategist reads it and makes sense of it.   Generative AI is what makes the strategist possible. It reasons and it creates rather than fetching. But it doesn't show up that way in your chat window. A general-purpose AI model knows a great deal about the world but very little about your member, your district, or who a Chief of Staff listens to. Only purpose-built AI tools for public affairs can do that. They point frontier reasoning at the data and workflows that advocacy actually runs on.   That's the category that produces answers you could never have looked up. How to approach a specific member on a specific issue, given her voting record, her district, and who funds her. Or who genuinely influences her, not a roster of thousands, but the handful whose opinion she actually weighs.   Neither of those answers was sitting in a database waiting to be retrieved. They had to be created. What This Means For Public Affairs   If your AI spend is producing dashboards instead of decisions, the problem started before your team ever logged in. Retrieval tools make you better informed, which feels like progress and shows up in exactly zero win columns, because your competitors always read the same bills and the same headlines. Information speed will not separate you from them. Data-backed judgment will. The organizations pulling ahead are not the ones with the most AI licenses. They are the ones who replaced AI that answers "what happened?" with AI built for advocacy that answers "what should we do about it?"  Two Ways To Operationalize This Email   🔱 Audit your stack for the verb. List every tool you pay for that claims to be AI. Describe what it does in one verb. If the verb is finds, tracks, monitors, or summarizes, you bought retrieval, not creation.   🔱 Change the question you ask vendors. Stop asking whether a product uses AI. Everyone says yes. Ask instead: what does this create that did not exist before? If the honest answer is "a faster version of what we already had," don't waste your budget on it. The chatbot you're already paying for can handle it. 🔱 If you're enjoying this content, please consider forwarding this email to a colleague or friend.    🔱 If you're not already a subscriber, please sign up here to stay up to date on the latest developments in political technology.   🔱 If you have suggestions for future newsletters or any other feedback, we'd love to hear from you. Neptune Ops, 945 Market Street, Ste 501, San Francisco, CA 94103, United States Manage preferences |
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