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The interface is moving into the conversation.

Brandon Gadoci

Brandon Gadoci

November 12, 2026

For about twenty years, most of us have learned software the same way. Find the menu. Click the button. Fill out the form. Open another tab for the next tool. Nobody signed up for that relationship on purpose, but we're all in it, and it shapes how we think work gets done. AI is rewriting the terms, and the product announcements of the past few weeks make the direction hard to miss: the work we used to do in a browser is moving inside the AI app, and the way we start that work is moving to text and voice.

I saw it in 2023.

I was early in my time leading AI work at data.world when ChatGPT arrived, and the first thing that struck me was the interface. A chat box asked almost nothing of you. You didn't need to know where the menu was. You said what you wanted.

In August 2023, during an internal AI hackathon, data.world's CTO and I built what we called a Conversational Website: a chat experience, trained on the company's content, that visitors could use in place of the usual pages and forms. My description of the project, still on my LinkedIn profile, reads: "It uses AI to sift through our content library, offering personalized advice and solutions. It also facilitates natural interactions with our human sales team when the user is ready." It ends with this: "No more forms or unwanted emails from sales reps."

When data.world's CEO wrote about the project on the company's Medium blog in October 2023, he described the same shift. Instead of "navigating through drop-down menus, CTAs, gated assets, and complicated forms," a prospect could get what they needed through "a user interface with which they are familiar because it is so like ChatGPT. Type. Chat. Learn." We keep a short write-up of the project in our portfolio. The bet was simple: the website as a set of pages to click through would matter less, and the conversation would matter more.

Twenty years of point and click.

In my presentations, I describe this as a relationship we entered without noticing. Since the early web, software has trained us to translate what we want into a series of clicks. Want a report? Learn the dashboard's filter panel. Want to update a deal? Find the right field in the CRM. Every new tool means learning another layout, and the skill most of us built was navigation, not the work itself.

I wasn't the only one who saw the shift coming. In June 2023, Jakob Nielsen of Nielsen Norman Group called AI the first new UI paradigm in 60 years. With AI, he wrote, "the user no longer tells the computer what to do. Rather, the user tells the computer what outcome they want." In November 2023, Bill Gates made a similar prediction: "You won't have to use different apps for different tasks. You'll simply tell your device, in everyday language, what you want to do."

Three years later, you can track the move in the release notes.

The web is moving inside the AI app.

Anthropic is moving fastest. In January 2026, it launched interactive connectors built on MCP Apps, so tools like Asana, Slack, and Figma could show up as working views inside a Claude conversation. On November 10, it went further: interactive connectors can now open as full apps beside the chat or in full screen. For tools like Confluence or Notion, Anthropic says, "you get the full editor, signed into your own account, rather than a limited preview."

The browser came along too. In August, Claude Cowork got a built-in browser in the desktop app, where Claude navigates sites, reads pages, clicks, and fills in forms in a side panel. OpenAI took the same path. In July, it released a new ChatGPT desktop app with a built-in browser where "you and ChatGPT can see the same page," and it sunset Atlas, its standalone browser, in favor of the app.

Then the everyday work tools started arriving. In October, Anthropic took Docs, Slides, and Design out of beta on every plan and launched Claude Motion, which turns a report or chart into an animated explainer you can export as a video. On November 10, it launched Claude Whiteboards and Claude Sheets in beta, made its dashboards product generally available as Claude Data, and introduced Claude Meetings, a beta that lets Claude join a Google Meet call as a visible participant, take notes, and build a doc or whiteboard while the team talks. Anthropic's own example of the request is spoken out loud on the call: "Claude, start a doc for this plan."

Documents, decks, spreadsheets, whiteboards, dashboards, video, meetings, the browser, and the apps themselves are all now available inside one conversation window. Not long ago, each of those lived in its own tab.

The early middle innings.

I think of this as a middle ground. The old world is still here. You can still open Notion in Chrome, build the deck in PowerPoint, and run the meeting without an AI on the call. The new world sits right next to it, and you can see both at once. Nielsen predicted something like this in 2023: point and click would survive "in a less dominant role," inside a hybrid of intent and command.

That's what the current products look like. The screens are still there, sitting behind the conversation. You start with a sentence, typed or spoken, and the familiar interface shows up when you need to look, check, or approve. Over time, I expect more work to start that way and fewer people to start it by hunting for a menu. We're in the early middle innings of that shift, and that makes now a good time to prepare.

What this means for businesses and leaders.

The core skill is changing. For two decades, being good with software meant knowing where things were. Now it means describing an outcome clearly, giving the right context, and reviewing what comes back. Training on where the buttons are goes stale with every redesign, so spend more of that time teaching people to ask well and check carefully.

Your systems need to be reachable from the conversation. If a core system has no connector or MCP server, your people will copy and paste around it. When you pick or renew software, ask whether it works inside the AI tools your teams already use.

Your customers will arrive through a conversation, too. The forms, gated pages, and menus we tried to remove in 2023 are now the friction an AI agent has to work around on your customer's behalf. Ask how your website and support experience hold up when the visitor is a person typing a question, or an agent acting for one.

Governance has to follow the work. When an AI app can browse, fill in forms, and edit files in your other tools, the permission settings matter. Anthropic says plainly that its browser safeguards reduce the risk of hidden instructions on web pages but can't eliminate it. Decide which tools and sites are in bounds, turn on the admin controls, and start with low-risk work.

In our experience at Gadoci Consulting, the teams that get the most from this shift are the ones where people have practiced asking for outcomes inside their real work, on their real systems.

The screen is becoming the second step.

In 2023, a chat box on a company website looked like an experiment. In 2026, the chat box is where the documents, the browser, the whiteboard, and the meeting live. The point-and-click interface we spent twenty years learning isn't disappearing overnight, but it's no longer the front door. The front door is a sentence. Leaders who plan for that now will spend less time retraining people on screens and more time on the work those screens were built for.

Sources

#AI#Strategy#Leadership#Product

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