What a landscaping business is told to buy for AI visibility, and what happened when one engine never ran a search

Of the readings we took on 21 October 2026, the landscaping question produced the cleanest example of a problem every contractor should know about before acting on an AI answer. ChatGPT ran a live web search, returned 75 source citations, and recommended buying nothing at all. Gemini, asked the same question at the same session, returned a confident five step shopping list with dollar figures against it, and our log records that it ran no search for that question and returned zero citations. We then opened every vendor page it named on 22 October 2026. Two of its figures held. Three did not.

The question, the surfaces, the dates, and which engine searched

"What should a landscaping business do to be recommended by AI?" went to the ChatGPT product surface at 22:29 UTC and to the Gemini product surface at 22:43 UTC on 21 October 2026, through a data provider, with no company named in the question. ChatGPT's reading is recorded with live search true and 75 citations. Gemini's reading is recorded with live search false and 0 citations. Both answers read with identical confidence and one of them was written without looking anything up.

ChatGPT's citation list was led by the Bing webmaster properties with nine across two hostnames, developers.google.com with five, support.google.com with five, google.com with three, blogs.bing.com with two and support.microsoft.com with two, plus a long tail of landscaping and contractor marketing sites. That is a hundred per cent platform documentation at the top of the list.

What the two answers actually said

• ChatGPT ordered five jobs and priced four of them at zero. Google Business Profile first, verified, with accurate primary and secondary categories and the services named individually as lawn maintenance, landscape design, irrigation, hardscaping and seasonal cleanup, plus accurate service areas and original before and after photographs.
• Then the website. Original pages for each major service and each city you genuinely serve, with project examples, service detail, starting prices where appropriate, credentials, warranties and FAQs, and an explicit warning not to mass produce near identical city pages.
• Then crawler access. Check the important pages are indexable, check robots.txt does not block OAI-SearchBot, submit the sitemap, verify with Bing Webmaster Tools and use its AI Performance report to see citations in supported AI answers including Copilot.
• Then credibility and measurement. Legitimate mentions from local suppliers, trade associations, builders and community organisations, consistent name and service area details, never bought reviews, and then tracking calls, quote requests and booked jobs rather than rankings, testing a prompt like best landscape designer in your city monthly.
• Its agency advice was to start in house. In its own framing, use the free tools first, and if specialist help is needed choose a local SEO agency with verifiable landscaping client results and transparent reporting. It named no agency and no software.
• Gemini named five paid or part paid steps. Google Business Profile and Bing Places free, then Yext or BrightLocal for listings, then schema generators, then Yelp and Angi, then Ahrefs or Semrush for brand and entity tracking.

Every price in the unsearched answer, opened on 22 October 2026

• BrightLocal, which Gemini put at around 39 to 59 dollars a month, or around 2 dollars a citation. The citation figure is right and the monthly band is not quite any line on the page. brightlocal.com/pricing publishes, for one location, Track at 41 dollars a month billed monthly or 369 billed annually, which the page itself shows as 31 a month, then Manage at 54 monthly or 485 annually, then Grow at 65 monthly or 584 annually. The Track plan includes a Local AI Visibility Tracker, flagged new. So the engine's band straddles three plans without matching one.
• Yext, which Gemini said starts at around 199 dollars a year. Not verifiable. yext.com/pricing, yext.com/pricing/ and yext.com/platform/pricing all returned HTTP 404 on 22 October 2026, the first two redirecting to yext.com/404. A 404 records what the server did on that date and is not evidence about Yext's actual rate.
• GatherUp or Podium, which Gemini placed at around 99 to 289 dollars a month. Half right. gatherup.com/pricing/ publishes 99 dollars a month for a single location small business, 60 a month per location for 2 to 10 locations, and a Listings Hub add on at 40 a month per location. podium.com/pricing returned 200 and renders 887 words with no plan price in them, only customer outcome figures, so the upper half of that band is not on either vendor's page.
• Ahrefs, which Gemini said starts at 99 dollars a month. Wrong on the page we read. ahrefs.com/pricing on 22 October 2026 publishes Lite at 129 dollars a month, Standard at 249 and Advanced at 449, with Lite including 150 checks on AI prompts. Separately, ahrefs.com/brand-radar publishes custom prompt tracking from 50 dollars a month and an AI Visibility Index tier at 199 a month, and states Brand Radar is free on every paid Ahrefs Lite plan and above. Neither page carries a 99.
• Semrush, which Gemini said starts at 139.95 dollars a month. Close to a figure that no longer appears. We fetched semrush.com/pricing on 22 October 2026 and were served semrush.com/pricing/seo-ai-search/, which publishes three tiers at 139, 199 and 299 dollars a month billed monthly, with annual equivalents of 117.33, 165.17 and 248.17. There is no 139.95 on it.
• The free tools it named checked out. Google Business Profile, Bing Places, the Merkle schema generator at technicalseo.com and organic Yelp and Angi profiles are all free, and both engines agreed on that part. Note that we read these vendor pages from an Indian IP address and some pricing pages do serve regional figures, so compare your own currency column.

The cheapest published path for a design and build landscaper

• Zero. Google Business Profile verified, with the services split out as lawn maintenance, design, irrigation, hardscaping and seasonal cleanup rather than hidden behind one category. Bing Places claimed. Original before and after photographs uploaded. Both engines agreed on this step and ChatGPT put it first.
• Zero. A real page for each service and each city you actually work in, with project examples, a starting price band if you are willing to publish one, your licence or certification, and the warranty terms. The engine with 75 citations specifically warned against near identical city pages, so three honest city pages beat thirty templated ones.
• Zero. LocalBusiness and service schema from the free Merkle generator, and Bing Webmaster Tools for the AI Performance report, which is the only free report either engine named that shows citations in AI answers.
• Zero. Run the prompt ChatGPT handed over, monthly, in your own city's wording, and write down which landscapers get named and which URLs get cited.
• 31 to 41 dollars a month. BrightLocal Track for one location, 369 billed annually or 41 billed monthly, with the Local AI Visibility Tracker inside the plan. The cheapest verified monthly figure anywhere in either answer.
• 50 dollars a month. Ahrefs Brand Radar custom prompts, and free if you already pay for Ahrefs Lite or above.
• 99 dollars a month. GatherUp for one location if you want review requests sent automatically after each job.
• 139 dollars a month. The cheapest published Semrush tier on the page we were served.

What an unsearched answer means for a contractor

The important thing is not that one answer was worse. It is that a landscaping business owner cannot tell from the screen which answer looked things up. Both were fluent, both were structured, both gave numbers, and only one of them had read anything that day. The one that had read 75 pages, most of them Google's and Microsoft's own documentation, recommended spending nothing and doing the profile and the city pages properly. The one that had read nothing produced a five tool stack with five price tags, three of which did not survive a single fetch.

So the habit worth building is small. When an AI answer gives you a price, open the vendor page and write down the date you read it. Prices move, plans get renamed, and whole brands change hands. The Semrush ladder in that answer is a renamed ladder. ziptie.dev, named in a neighbouring reading in the same audit, now redirects to ziptie.ai. visiblevet.com now serves lesli.com, which we confirmed ourselves on 22 October 2026. A vendor fact belongs to the URL it was read on, not to the brand name in a sentence.

Where AI Knows Us sits, and where a rival is the better purchase

We sell AI visibility measurement, not landscaping marketing. We do not run ad accounts, write review requests, manage Google profiles or build city pages, and nothing above is a pitch for those. What we do is put the homeowner's own question, with your company name absent from the question, to ChatGPT, Gemini, Perplexity, Claude and Google AI Overviews, and report which landscapers were named and which URLs produced the answer. Our ladder, read from aiknowsus.com/llms.txt on 22 October 2026, is SEO Start at 149 dollars a month in the US and UK or 99 elsewhere, which watches 0 buyer questions on 0 engines, then Growth at 299 in the US and UK or 199 elsewhere for 100 questions on all five surfaces weekly, then Scale at 599 and 399 for 300 questions. Growth is the cheapest plan of ours that reads all five surfaces, so nobody should read 149 as an AI visibility entry price.

Where a rival beats us, by name, with both readings of the price. A one crew landscaper watching one town should buy BrightLocal and not us. Its Track plan covers one location at 41 dollars a month billed monthly or 369 billed annually, shown on the page as 31 a month, and the Local AI Visibility Tracker is in that plan. That is roughly a ninth of our cheapest engine watching tier for a business whose whole market is a 20 mile radius. Otterly publishes Lite at 29 dollars a month, cheaper than anything we sell, and the limits we read on otterly.ai/pricing on 22 October 2026 are 15 prompts and four engines on that tier, with Google Gemini, Google AI Mode and Claude priced as add ons at 9, 9 and 29 dollars a month. Profound publishes single sign on, SAML, SOC 2 compliance and up to nine answer engines on its enterprise tier, and a word boundary search of our own pricing page, 119,203 bytes read on 22 October 2026, returns zero hits for sso, saml, soc 2, iso, dpa and white label. Our page also contradicts itself, rendering "Businesses covered 1 1 1 1 1 1 10 1" above a row reading "More than one business No" in all eight columns, which matters to anyone running two landscaping brands. Both readings render and we publish both.

What this page fixes. One question per engine on one night, with the search flag recorded for each, and one fetch per vendor URL on 22 October 2026. Every figure is attached to the page it was read on, and the only price that binds anybody is the one in a written quote.

What landscaping owners ask about getting recommended by AI

Do I need to buy anything

The engine that actually searched said no. Its first four steps are the profile, the website, crawler access and credibility, all of which cost time rather than money, and it named no software and no agency. Buy a tool when you want to see whether the free work moved the answer.

How can I tell whether an AI answer looked anything up

Often you cannot from the screen, which is the point of this page. What you can do is check the answer's own citations if it shows them, and open any vendor page it prices. An answer that cites the vendor it is pricing is usually right about the price. One that cites nothing and prices five vendors is summarising from memory.

Should I build a page for every town I might work in

No, and the engine with 75 citations said so directly. It asked for genuinely served cities with real project examples and warned against mass producing near identical city pages. Three honest city pages with photographs and named projects do more than thirty templated ones.

Which free report shows AI citations

Bing Webmaster Tools, which both engines named. Its AI Performance report shows citations in supported AI answers including Copilot, it is free, and verifying your site there takes an afternoon.

What should I measure

Calls, quote requests and booked jobs, which is what the searching engine said, plus the list of landscapers named in your own monthly prompt test and the URLs cited alongside them. The named list tells you where you stand and the URL list tells you which pages to go and fix.