Research and working notes
What we measured, and what it changed.
Notes on local search demand, AI visibility, and seasonal timing across the Minnesota south metro. Where we cite a number, we measured it.
Field notes
Written for operators, not for search engines.
Two different products, often confused
AI answering service or live virtual receptionist? The honest comparison
Searches for AI answering services are up 115 percent in a year and AI receptionists up 238 percent. Here is how they actually differ from a live answering service, and which one fits which business.
10 min read↗A readiness check you can run yourself
Is my business ready for AI? Seven questions that answer it honestly
Readiness is not about technical sophistication. It is about whether you have a defined process, an owner, usable records, and a problem worth the money. Here is how to check without hiring anyone.
9 min read↗Failure modes worth knowing first
Why AI projects fail in small businesses, and the four failures that cause most of it
Most small business AI projects do not fail because the technology is bad. They fail on scope, ownership, data, and the handoff to a human. Here is how each one looks from the inside.
11 min read↗Measured, not theorized
How to get cited in an AI Overview, based on 77 search results we actually read
We loaded 77 live search results with AI Overviews and recorded every source Google quoted. Here is what the cited pages had in common, and what it takes to become one of them.
10 min read↗New name, older discipline
Generative engine optimization is mostly the old advice, aimed at a reader who cannot skim
Searches for generative engine optimization are up 347 percent in a year. Here is what the term actually means, what genuinely changes about the work, and the parts being oversold.
11 min read↗AI automation
Where AI automation pays off for a Minnesota small business
Which local business types have the clearest case for automation in this market, based on measured demand, lead value and how badly the phone is currently being answered.
9 min read↗AI consulting
How to choose an AI consultant, and how to spot the ones to avoid
What AI consulting should actually deliver, the questions that separate the useful from the expensive, and the honest cases where you do not need a consultant at all.
10 min read↗AI automation
AI automation for contractors: what it actually does, and what it does not
A specific account of which contracting workflows AI can genuinely automate, which ones it should never touch, and how to pick the first one without wasting a season finding out.
12 min read↗AI search optimization
How to get your business cited by AI search
We logged every source cited inside twenty-nine AI Overviews at Minneapolis geo. The pattern is clear, slightly uncomfortable, and genuinely actionable for a small business.
9 min read↗Paid advertising
Google Ads or Facebook Ads for a contracting business?
The two platforms solve different problems, and picking the wrong one wastes money in a way that is hard to diagnose. Here is the distinction that decides it, with real south metro cost data.
8 min read↗AI receptionist
Is an AI receptionist worth it for a contracting business?
What an AI receptionist genuinely does well, where it fails badly, what it costs, and the specific test that tells you whether your business needs one.
10 min read↗Pricing, plainly
What local SEO actually costs a Minnesota small business
Real ranges for local SEO in the Twin Cities, what changes the number, and the specific situations where the honest answer is that you should not buy it at all.
9 min read↗Local SEO research
We tested 870 service-plus-city keyword combinations. Thirty-five had any search volume.
The standard local agency playbook is to build a page for every service in every city. We measured whether anyone searches that way in the south metro. Overwhelmingly, they do not.
8 min read↗AI search optimization
AI Overviews and local search barely overlap, and that changes what you should write
We captured live search results for fifty-three queries at Minneapolis geo. AI Overviews appeared on more than half, and on local map pack searches they appeared almost never. The split is close to a clean binary.
9 min read↗Local demand research
Six south metro trades whose demand spikes this autumn
Furnace tune-ups, gutter cleaning, sprinkler winterization, garage door repair, electrical work and tree service all peak in the next ten weeks across the Shakopee-area south metro. Here is the data and what to do about it.
10 min read↗Landscaping and seasonal services
Holiday lighting installers fill their routes in September
Search demand for holiday light installation peaks in September, months before anyone sees a lit house. If you are marketing this in November, the profitable routes are already booked.
7 min read↗Snow and ice management
Snow removal contracts are won in September, not December
Search demand for snow removal contracts climbs through November while general plowing interest peaks in December. By then the profitable seasonal accounts are already signed. Here is how the season actually gets sold.
8 min read↗Timing, not tactics
Seasonal marketing in Minnesota runs a quarter behind schedule, and that is why it fails
Most Minnesota seasonal campaigns launch inside the season they are trying to capture. Here is the lead time the search data actually requires, and the publishing calendar that follows from it.
9 min read↗