It started at 3 PM with the kind of message you write between tasks: New Partner onboarded. 🎉🎊🪅🎈🥂🥳. The Way Home Shop, Southeast Portland, metaphysical store, just live on the partner page. Two hours later I was scrolling their landing copy and the word circle caught my eye. Women's circles. Sound baths. Listed plainly, not buried in an "events" tab.
I sat with that for a minute and then a second pattern walked into the room.
Last week at Lumin Earth Apothecary, Summer—standing on the far right of the counter—had started to explain something about circles when a customer pulled her away. She didn't finish the thought. I almost asked again, and then didn't, because the moment had moved on. Circles. I'd filed it as anecdote.
Then a third one: Queen Hippie Gypsy in Oakland, who became a partner inside five minutes of me stepping into her shop—she hosts circles too.
Three points isn't a pattern, but it's enough for the next move to feel obvious.
The hour that wasn't mine to spend
Here's what would have happened in a slower era: I'd have opened a notebook, listed maybe forty retailers I have addresses for, and over the next two or three weeks, between everything else, slowly clicked through their websites looking for the word circle, the phrase moon, sound bath, breathwork. Eight weeks for a sample size that would still feel anecdotal.
Instead I spent about ninety minutes in conversation with an AI. We sketched a list of high-precision keywords (women's circle, moon circle, cacao ceremony, sound bath, sound healing, breathwork, sister circle, sacred circle, ecstatic dance, red tent)—words a circle-hosting venue would actually surface on its own website, words that wouldn't false-positive on a generic apothecary. We argued about edge cases. We wrote a small crawler. We pointed it at every retailer on our hit list with a known website.
The script is running as I write this. The current tally—still climbing—reads roughly thirty retailers that openly host circles. Names like Esalen Institute, East West Bookshop, Trinity Herbals, Berkeley Herbal Center, Twisted Thistle Apothecary, Enchanted Cottage, Seagrape Apothecary. Some I'd never have guessed. Some I'd have guessed wrong.
The output isn't a paper. It's a column on a spreadsheet labeled Hosts Circles, and an annotated list of shops I can now visit with a sharpened question.
The lesson plan I almost didn't notice
Years ago, before any of this cacao work, I spent time around teachers. Not to study them—I was just there. Eventually someone mentioned, almost in passing, that the most jealously-guarded artifact in a school is the lesson plan. New teachers drown without one. Experienced teachers protect them, share them, pass them down. An entire profession's continuity moves through a document I'd never thought about.
That insight didn't come from a query I sent to anyone. It came from being adjacent to a side comment at the right moment. From stumbling distance.
I think about this often when I'm tempted to do everything from a chair. The pattern with circles is exactly the same shape: I noticed it because I was physically in three different shops over three different weeks, not because I ran a study. The hypothesis lives in the field. The desk work is what tests it.
What AI changed today wasn't the sensing. The sensing happened standing in Summer's apothecary, at Queen Hippie's counter, scrolling The Way Home Shop's landing page. The sensing was a thousand small moments I can't outsource to a model. What AI changed was the cost of testing what my body had already noticed.
That gap—between sensing and testing—used to eat the week. Now it eats an evening. The week goes back to the field.
What I'm doing with the hour I got back
Queen Hippie Gypsy is in Oakland. We have cacao bags arriving in San Francisco shortly. The pretext writes itself: I'll drive over, restock her shelf, and—because I'm already there—ask her how cacao showed up at her circles before we existed. Who facilitates them. What they wish someone would build. Whether there are other shop owners who host circles I should be talking to.
While I'm out, I'll try to catch Summer at Lumin Earth and finish the half-told story from last week.
Two conversations isn't a study. It's hypothesis-sharpening. The actual correlation check—do circle-hosting partners actually outsell non-circle peers per SKU—will come from our partner velocity data once it has another four weeks of refreshes. By then I'll have anecdotes from the field shaping how I read the numbers, and numbers shaping how I read the next field visit. That's a healthier loop than either alone.
The asymmetry I keep coming back to
Desk work is compressible. Stumbling isn't.
AI is genuinely good at the first thing. It's not a substitute for the second, and the people who try to make it one will end up with elegant inferences about populations they've never met.
The trap is that compression feels like productivity. You watch a column fill up with neat values and it scratches the same itch as walking a shop floor—but the shop floor is where the pattern was seen. The crawler is just where it was checked.
So the test I want to keep applying to my own work isn't "did the AI do useful things today" (it did) but "did the AI give me back time I then put on a road, in a doorway, at someone's counter?" If the answer is no—if the time I saved at the keyboard just got reinvested at another keyboard—I haven't gotten the full benefit. I've just gotten faster at being alone.
Reflections for the week
What I'm sitting with: the tools we now have don't reduce the importance of field work. They sharpen it. They take the eight weeks of "what does this dataset say" and crush it to an evening, which means the eight weeks I would have spent at a desk are now eight weeks I could spend at counters. The question is whether I'll actually use them that way.
So:
When was the last time you noticed a pattern before you tried to prove it—and what do you usually do with the gap between noticing and proving?
If a tool gave you back ten hours this week, would those hours go back to the field, or back to the screen?
And what artifact in your demographic—your customers, your partners, your users—are you walking past every visit because nobody has ever paused long enough next to you to mention it?