Practice · July 8, 2026 · 8 min · Joshua Dear
Stop scanning. Start reviewing: AI for weekends — and for competitors
A Thursday email of twenty local events, filtered for one family, is the same method a company can use for competitive research: let AI scan, and keep human judgment for the last pass.

As a parent, I used to dread weekends — not the free time, the scramble. Every Thursday or Friday I would open the same tabs: library calendars, township pages, Instagram, Facebook groups, a parks-and-rec PDF that still listed last month. I was not looking for something rare. I was hunting for a Saturday that fit a real child, a real drive, and a real budget. Any parent knows the drill. It is a part-time job disguised as leisure.
That kind of work is exactly what AI is good at: scanning many sources, applying a brief, and handing you a short list to judge. The value is not that a model can “find events.” The value is that it can find events for you.
Generic “10 events this weekend” lists are usually half misses: too far, wrong age, sold out, or a price that makes it a non-starter.
The weekly report
I set up a routine. Once a week, AI compiles about twenty options in the area — not a dump of everything on the internet, a tailored set. Age. Family size. How far we will actually drive. Indoor vs outdoor. Free vs ticketed. Whether it is a one-hour stop or a whole afternoon. Preferences we have learned the hard way (no, we do not need another inflatable that closes at 2 p.m.).
The result arrives Thursday. I do not start the weekend in a browser. I start it by reviewing a list that already knows us. Some weeks we pick two things. Some weeks we pick none and go to the creek. The point is not to fill the calendar. The point is to stop paying an hour of attention to work a machine can do in minutes.
What the brief has to include
If you skip the brief, you get a tourist brochure. If you write it once and reuse it, you get a staffer who remembers the family. Mine looks something like this:
- Where we live, and the radius we will actually travel on a Saturday.
- Ages, energy, and whether grandparents or friends might join.
- Budget: free, cheap, or “worth a ticket if it is the right thing.”
- Constraints: weather, nap windows, parking, crowds, indoor backup.
- Sources to check: libraries, township and county calendars, museums, parks, community boards — not a single aggregator.
- What to skip: duplicate listings, events we have already done, things that require more logistics than joy.
Then I review. I still decide. I still know whether a “family concert” is our kind of family concert. AI does the scanning. I do the parenting. That division of labor is the whole method.
The same method at work
Most companies already live in the parent’s Thursday. Someone on the team is scanning competitor sites, vendor blogs, pricing pages, job posts, product changelogs, and trade news — every week — so leadership is not surprised on Monday. That person is doing library-website work with a nicer job title.
You can run the same weekly (or monthly) brief for the business. Tell the system who you are, who you compete with, which markets you care about, and what “useful” means. Then have it send a digest: what moved, what is rumor, what is priced differently, what a competitor just shipped, what a regulator or a large customer just signaled. You stop doing the scanning. You start reviewing the results.
- Competitive watch: sites, newsletters, launches, hiring, and pricing changes for a named set of rivals.
- Vendor and tool radar: what is newly worth a trial, and what is theater you can ignore.
- Market pulse: a topic you sell into, summarized on a cadence — not a firehose.
- Internal first pass: recaps of a folder of PDFs, meeting notes, or a weekly ops dump, with the human still owning the decision.
Stop doing the scanning. Start reviewing the results.
A brief for competitive research
The weekend list works because it is specific. Competitive intel works the same way. A useful company brief names:
- The competitors and adjacent players that actually matter — not “the whole industry.”
- The questions leadership will ask: pricing, packaging, new markets, talent, partnerships.
- Sources you trust, and sources you treat as gossip.
- Cadence: Thursday for a family; Monday morning or month-end for a firm.
- The output: twenty tight items with why each one is on the list, not a 40-page dump.
- The human last pass: who reviews, what gets escalated, and what never goes out under the company’s name unedited.
That last line is not optional. A model will happily invent a competitor’s product, misread a price, or treat a rumor as a launch. Same rule as the weekend list: if you would not send a junior colleague’s first draft to the board, do not send the model’s.
Why this is the work worth teaching
People often ask for a clever prompt. What they need is a recurring system: a written brief, a schedule, a place the results land, and a habit of review. Parenting made that obvious to me because the cost of a bad list is a wasted Saturday. At work, the cost is a missed price change, a surprise launch, or a week spent reading the internet instead of deciding.
If you want help building a version of this for your week or your company — a personal sprint, a team lab, or an ongoing digest — book a complimentary Discovery Call. Bring the scanning job you already hate. We will talk about whether AI should take the first pass, and what you should still own.