Ask ChatGPT who the best web design company in Minneapolis is. Then ask it again. You will get a different list. We proved it: across 96 queries run through ChatGPT, Perplexity, and Google's AI Overviews in July 2026, the same question asked five times in a row returned as many as 77 different companies, and the top pick changed up to five times out of five.
This matters because your customers now ask AI to shortlist local businesses before they ever open Google Maps. If the answer is a slot machine, the real question is not "am I number one" but "how often does the machine land on me at all." So we measured it, industry by industry, and we put our own name in the test.
Key Takeaways
- AI business recommendations are unstable: five identical prompts produced up to 77 different companies (Minneapolis Made AI Answer Report, July 2026).
- Perplexity is roughly 1.4x more volatile than ChatGPT, naming far more firms per query.
- ChatGPT named and linked Minneapolis Made in 4 of 5 "best SEO agency" runs; Perplexity never linked us and Google's AI Overview never cited us.
- The engines lean on the same sources: Clutch, Reddit, GoodFirms, DesignRush, BBB. Reddit was the #2 most-cited domain of all.
Does AI recommend the same business twice?
No. In our July 2026 audit, asking one AI engine the identical "best in Minneapolis" question five times in a row returned between 22 and 77 distinct company names, depending on the industry and engine (Minneapolis Made AI Answer Report, 2026). The recommendation you see is one draw from a large, shifting pool, not a stable ranking.
Original DataPerplexity was the wild card. For "best digital marketing agency in Minneapolis," it named 77 different firms across five runs. ChatGPT was steadier but still churned: 45 different HVAC companies and 32 different plumbers across five identical prompts. Even the coveted number-one slot rotated: ChatGPT alone gave five different electrician "winners" in five tries, and plumbers churned just as hard across both engines.
Related: How ChatGPT and Perplexity actually decide who to name
How did we run this test?
We ran 96 live queries in July 2026: ChatGPT (GPT-5.5 with web search) and Perplexity (Sonar Pro), five repetitions each across eight Minneapolis industries, plus Google AI Overview checks. For every answer we logged which companies were named, which were linked, and which source domains the engine cited.
The eight industries covered our home turf: web design, SEO, digital marketing, personal injury law, plumbing, roofing, HVAC, and electrical. All queries were location-set to Minneapolis. We counted a business as "named" if the engine listed it and "linked" only if the answer included a clickable citation to that company's own site.
Personal ExperienceWe built the collection pipeline the same way we build audits for clients: repeat every query, never trust a single run, and separate "the AI said your name" from "the AI sent a customer to your site." Those are two very different wins, and most reports blur them.
Who does AI name as the best in Minneapolis?
A handful of firms show up often enough to look like genuine favorites, even inside the churn. In our data, Plaudit Design appeared in all five ChatGPT web-design runs, Blue Ox Heating & Air swept all five HVAC runs, and Paul Bunyan Plumbing & Drains led plumbing, cited in one answer with "4.9 stars and 6,700+ reviews" (Minneapolis Made AI Answer Report, 2026).
Here is the most-named company per industry from the more stable engine, ChatGPT:
- Web design: Plaudit Design (5/5), then Blennd and Minneapolis Made (3/5 each)
- SEO agency: Agency Jet, Frahm Digital, and Minneapolis Made (4/5 each)
- Digital marketing: Rocket55, Agency Jet, Agency Squid (5/5 each)
- Personal injury law: TSR Injury Law and Hall Law (5/5 each)
- Roofing: Sellers Roofing and Wright at Home (4/5 each)
- HVAC: Blue Ox Heating & Air (5/5)
- Electrician: Randy's Electric & Plumbing (4/5)
Notice the pattern: even the "winners" rarely hit 5 of 5. Being named two or three times out of five is what leadership looks like right now. That is a low bar, and a wide-open door.
Want to know if AI names your business?
We run this exact audit for Twin Cities businesses, then build the plan to get you named and linked. Same method, your industry.
Where does Minneapolis Made win, and where do we vanish?
We put our own name in the test, and the result was split. ChatGPT named and linked Minneapolis Made in 4 of 5 "best SEO agency" runs and 3 of 5 "best web design" runs. Perplexity named us for web design 3 of 5 times but never once linked us, and Google's AI Overview never cited us at all (Minneapolis Made AI Answer Report, 2026).
The reason for the split is the most useful finding in the whole study. ChatGPT names and links us for web design and SEO because we publish "best web design companies in Minneapolis" comparisons that the engine reads and repeats. Where we have not published that kind of roundup, we disappear, our "digital marketing" score was a flat 0 of 5 across every engine. The lesson is blunt: you get named for the pages you write.
Related: The Minneapolis web design comparison AI keeps citing
Why do the same directories keep winning?
Because the AI does not really know Minneapolis, it reads about it. Across all 96 queries, the most-cited sources were third-party directories and communities: Clutch (13 citations), Reddit (11), GoodFirms (7), DesignRush (7), Angi (6), and BBB (5), per our July 2026 data. If you are not on those, you are invisible to the machine.
Two things jump out. First, Reddit was the number-two source overall, ahead of every industry directory except Clutch, which means a single well-placed Reddit thread can outweigh a dozen on-site tweaks. Second, our own domain, minneapolismade.com, tied for third with seven citations, punching far above our size, purely because we publish the comparison content the engines want to quote.
Does Google's AI Overview even show up?
Often, it does not. For local "best in Minneapolis" queries, Google served an AI Overview in only 9 of 16 attempts (about 56%). The rest of the time it showed the local map pack instead, per our July 2026 checks. For local intent, Google still trusts its own map more than its AI.
That is good news and a warning. Good, because the map pack rewards the same fundamentals, reviews, proximity, a claimed profile, that you already control. A warning, because the two generative engines, ChatGPT and Perplexity, are where the volatility lives, and they are the surfaces most businesses are not measuring at all.
How do you get named in AI answers?
You stop optimizing only your homepage and start feeding the sources the AI reads. In our data, the businesses that appeared most had three things in common: strong directory presence, heavy review volume, and, for service firms, a published comparison page on the topic (Minneapolis Made AI Answer Report, 2026). None of that is luck.
The playbook, in plain order:
- Claim and complete the directories the AI cites: Clutch, GoodFirms, DesignRush, Angi, and BBB for your category.
- Get real about reviews: the firms AI called "the best" were the ones with hundreds of them.
- Publish the comparison: a genuine "best [your service] in [your city]" page is the single move that got our own name into ChatGPT.
- Show up on Reddit honestly: the #2 source rewards being useful in the thread, not dropping links.
- Answer in the first sentence: AI extracts the opening line of a page, so put the answer there.
Start with a free visibility check
Our free audit shows where you stand against real competitors, benchmarked and plain-English. No sales call required.
Frequently Asked Questions
Can you pay to appear in ChatGPT or Perplexity results?
No. Neither engine sells placement in its recommendations today. In our July 2026 audit, visibility tracked to directory presence, review volume, and published comparison content, not ad spend (Minneapolis Made AI Answer Report, 2026). It is earned, not bought.
Why does the AI recommend different companies every time?
Because the models are probabilistic. Our data showed a single "best in Minneapolis" prompt returning up to 77 different firms across five identical runs (Minneapolis Made AI Answer Report, 2026). The engine samples from a pool of plausible answers rather than reading one fixed ranking.
Do ChatGPT and Perplexity use the same sources?
Only partly. Both leaned on Clutch and Reddit, but Perplexity named far more firms per query, roughly 1.4x ChatGPT's count in our July 2026 test. You have to optimize for each engine separately; a win on one does not guarantee the other.
Does Google's AI Overview matter for local businesses?
Less than you would think, for now. Google showed an AI Overview in only about 56% of local "best in Minneapolis" queries we tested, defaulting to the map pack for the rest (Minneapolis Made AI Answer Report, 2026). Local pack fundamentals still carry most of the weight.
How often should I check my AI visibility?
Quarterly at minimum, because the answers move. Given that identical prompts produced wildly different lists in a single sitting, a one-time check tells you almost nothing. Track named-rate and linked-rate over several runs, not a single screenshot.
The bottom line for Twin Cities businesses
AI has quietly become a referral engine for local business, and right now it is an unreliable one. No company owns the answer box; the "best in Minneapolis" changes with every ask. That instability is the opportunity, because the door is open for anyone willing to feed the sources the machine reads and publish the pages it wants to quote.
We proved it on our own name: where we published, we got named and linked; where we did not, we vanished. The businesses that win the next two years will be the ones measuring this now, while their competitors still think AI visibility is out of their hands.
