
"Every Tool Has AI Now."
"Every Tool Has AI Now."
On AI tool overlap, and why the right tool is the one that works.
On AI tool overlap, and why the right tool is the one that works.
On AI tool overlap, and why the right tool is the one that works.
Mar 2, 2026
Mar 2, 2026
Every tool has AI now.
Your project management software. Your design tool. Your communication platform. Your company's internal chat.
They all have an agent, an assistant, a copilot — something. And a lot of them seem to do the same things.
So which one are you supposed to use?
That's not a rhetorical question. It's the one I kept coming back to as my team added tool after tool, each one smarter than the last, each one overlapping with something we already had.
At some point I stopped trying to pick the right one and started paying attention to what was actually happening.
The overlap isn't a problem. It's a signal.
How We Got Here
Around 2023, something shifted.
ChatGPT had just gone viral, and large organizations scrambled to get ahead of the data privacy concerns that came with employees using consumer AI tools on company time. The answer, for a lot of companies, was to stand up their own — a private, GPT-powered environment with guardrails.
My organization did the same. Our branded chatbot ran on GPT-4. Summarizing documents, drafting emails, answering questions. All manual, nothing connected, but it worked.
Then the company moved to Google Workspace, and Gemini came with it. The overlap with the old tool was almost total. Same jobs, different interface.
The old chatbot still exists somewhere in my bookmarks. I haven't opened it in over a year.
NotebookLM followed — another Google product, built for research. Upload a document repository, query across it. Useful for focused research, but clearly an early version of something bigger.
Then the connected AI platform. Built on top of an existing model, expanded through integrations — Figma, Jira, Slack, calendar, codebase, all accessible in one place, with context that persists across sessions.
When it launched internally, the reaction was immediate.
Most of what I'd been doing across three tools could collapse into one.
And then Figma shipped AI editing tools. Slack launched its own agents. The platforms I already lived in started getting smarter on their own.
I kept using Gemini anyway. Still do. It generates images natively, no configuration required. The connected platform can't match that out of the box.
That's not a failure. That's just how this works.
The Overlap Is Real
Every one of these tools can draft your email. Summarize a document. Rewrite a paragraph. Answer a research question.
On the basics, the overlap is near-total.
Here's a specific example: Gemini lets you build a custom AI persona — a "Gem" — that holds context and responds a certain way. A connected platform does the same thing through system prompt configuration.
Same outcome. Completely different path to get there.
And now the native tools are catching up. Figma has AI built into the design canvas. Slack surfaces information through its own agents. The tools you already use are getting smarter whether you asked for it or not.
The overlap was never designed. It's just the natural shape of an ecosystem growing faster than anyone can fully keep up with.
There's No Wrong Door
There's a principle in UX design: the best experience is the one that works.
Not the most elegant one. Not the most technically sophisticated. The one that fits how a specific person thinks.
It's why you can pay with cash, a card, or a tap of your phone. Same outcome — the method is just whichever one fits you. It's why you can copy something by right-clicking, hitting Ctrl+C, or digging through the Edit menu.
Different people reach for different things.
AI works the same way. However you approach a problem — whatever phrasing, whatever tool, whatever method feels natural — if it works, it works well.
There's no wrong door.
It Matters That You Used One
Here's the thing about the overlap:
it doesn't matter which tool you used.
It matters that you used one.
There's no right tool. There are tools that work — for you, for this task, right now. And that's enough.
The ecosystem isn't a race. It's an open invitation.
Keep testing. Imagine something you couldn't do before and try it. A few months ago, building a personal AI assistant that knows your schedule, your goals, and your context felt like a thought experiment. So did a fully automated fitness plan that adapts around your life.
Neither is theoretical anymore.
They exist — not because someone found the perfect tool, but because they tried something and kept going.
That's the whole strategy.
If the tool you need doesn't work today, it will soon…
So act like it does.
The Only Real Variable Is You
Here's what makes this moment different from any other technology shift: AI is now being used to build AI. The growth isn't linear anymore. What feels out of reach this month may be a standard feature by next quarter.
Which means the only real variable is you.
Not which tool you picked. Not whether you found the perfect workflow on the first try. Whether you stayed curious. Whether you kept asking "what would it take to make this work?" Whether you kept imagining things that didn't exist yet and pushing until they did.
The tools will keep getting better at doing whatever you can think to ask. That's almost guaranteed now.
The greatest limiter of AI isn't capability — it's our creativity.
Every tool has AI now.
Your project management software. Your design tool. Your communication platform. Your company's internal chat.
They all have an agent, an assistant, a copilot — something. And a lot of them seem to do the same things.
So which one are you supposed to use?
That's not a rhetorical question. It's the one I kept coming back to as my team added tool after tool, each one smarter than the last, each one overlapping with something we already had.
At some point I stopped trying to pick the right one and started paying attention to what was actually happening.
The overlap isn't a problem. It's a signal.
How We Got Here
Around 2023, something shifted.
ChatGPT had just gone viral, and large organizations scrambled to get ahead of the data privacy concerns that came with employees using consumer AI tools on company time. The answer, for a lot of companies, was to stand up their own — a private, GPT-powered environment with guardrails.
My organization did the same. Our branded chatbot ran on GPT-4. Summarizing documents, drafting emails, answering questions. All manual, nothing connected, but it worked.
Then the company moved to Google Workspace, and Gemini came with it. The overlap with the old tool was almost total. Same jobs, different interface.
The old chatbot still exists somewhere in my bookmarks. I haven't opened it in over a year.
NotebookLM followed — another Google product, built for research. Upload a document repository, query across it. Useful for focused research, but clearly an early version of something bigger.
Then the connected AI platform. Built on top of an existing model, expanded through integrations — Figma, Jira, Slack, calendar, codebase, all accessible in one place, with context that persists across sessions.
When it launched internally, the reaction was immediate.
Most of what I'd been doing across three tools could collapse into one.
And then Figma shipped AI editing tools. Slack launched its own agents. The platforms I already lived in started getting smarter on their own.
I kept using Gemini anyway. Still do. It generates images natively, no configuration required. The connected platform can't match that out of the box.
That's not a failure. That's just how this works.
The Overlap Is Real
Every one of these tools can draft your email. Summarize a document. Rewrite a paragraph. Answer a research question.
On the basics, the overlap is near-total.
Here's a specific example: Gemini lets you build a custom AI persona — a "Gem" — that holds context and responds a certain way. A connected platform does the same thing through system prompt configuration.
Same outcome. Completely different path to get there.
And now the native tools are catching up. Figma has AI built into the design canvas. Slack surfaces information through its own agents. The tools you already use are getting smarter whether you asked for it or not.
The overlap was never designed. It's just the natural shape of an ecosystem growing faster than anyone can fully keep up with.
There's No Wrong Door
There's a principle in UX design: the best experience is the one that works.
Not the most elegant one. Not the most technically sophisticated. The one that fits how a specific person thinks.
It's why you can pay with cash, a card, or a tap of your phone. Same outcome — the method is just whichever one fits you. It's why you can copy something by right-clicking, hitting Ctrl+C, or digging through the Edit menu.
Different people reach for different things.
AI works the same way. However you approach a problem — whatever phrasing, whatever tool, whatever method feels natural — if it works, it works well.
There's no wrong door.
It Matters That You Used One
Here's the thing about the overlap:
it doesn't matter which tool you used.
It matters that you used one.
There's no right tool. There are tools that work — for you, for this task, right now. And that's enough.
The ecosystem isn't a race. It's an open invitation.
Keep testing. Imagine something you couldn't do before and try it. A few months ago, building a personal AI assistant that knows your schedule, your goals, and your context felt like a thought experiment. So did a fully automated fitness plan that adapts around your life.
Neither is theoretical anymore.
They exist — not because someone found the perfect tool, but because they tried something and kept going.
That's the whole strategy.
If the tool you need doesn't work today, it will soon…
So act like it does.
The Only Real Variable Is You
Here's what makes this moment different from any other technology shift: AI is now being used to build AI. The growth isn't linear anymore. What feels out of reach this month may be a standard feature by next quarter.
Which means the only real variable is you.
Not which tool you picked. Not whether you found the perfect workflow on the first try. Whether you stayed curious. Whether you kept asking "what would it take to make this work?" Whether you kept imagining things that didn't exist yet and pushing until they did.
The tools will keep getting better at doing whatever you can think to ask. That's almost guaranteed now.
The greatest limiter of AI isn't capability — it's our creativity.

