Generative engine optimization · Query intent
Ask AI for the best auto repair shop and a directory answers 87% of the time. Ask who can take your car today and it almost never does.
We've written before about how a med spa's directory share swings depending on whether someone is comparing options or asking about a specific symptom. This time we tested a third kind of question: the one people ask when something needs handling immediately instead of being researched.
We held the setup constant, the five cities, the week, the engine, and ran two query shapes: a comparison question like "best auto repair shop in [city]," and an urgency question like "auto repair in [city] that can take my car today." We repeated this across all ten service categories we track, from auto repair to personal injury law.
For auto repair, 87% of the comparison-question citations were directories. For the urgency question, that dropped to 3%. Optometrists showed nearly the same split: 81% down to 3%. Across all ten categories, the smallest gap we found was still 44 percentage points.
Look at what actually gets cited for the urgency version. For "auto repair in Chicago that can take my car today," the model named Car-X, Mavis, and a handful of independent shops directly, each cited from its own page. None of the usual directory names, RepairPal, Angi, Thumbtack, showed up at all in that set. The model isn't hedging with a list it hasn't personally vetted. It's answering as if it already knows who can actually help.
The full spread
Ranked by how wide the gap runs: auto repair, 87% on the comparison question down to 3% on urgency, an 85-point gap. Optometrist, 81% down to 3%, a 79-point gap. Personal injury lawyer, 83% down to 10%, 73 points. Plumber, 78% down to 10%, 68 points. Gym, 75% down to 7%, 68 points. Med spa, 84% down to 33%, 51 points. Dentist, 73% down to 23%, 51 points. Chiropractor, 50% down to 6%, 44 points. Veterinarian, 57% down to 13%, 44 points. Hair salon, 56% down to 13%, 44 points.
Med spa stands out as the category where urgency still pulls the most directory traffic, 33%, more than double the next closest category, and we looked into why. The urgency phrasing we used for med spa was "with availability this week," a softer version of urgency than "open now" or "taking new patients." A handful of scheduling-focused directories, the same niche aggregators we've written about before, still show up when the question is about availability rather than an emergency. Swap in a harder deadline and we'd expect that number to drop further, though we haven't tested it yet.
Why the gap opens up
The mechanism looks like the one we found with symptom questions, just sharper. A comparison question asks the model to rank options it hasn't personally checked, so it leans on a source that has already done the ranking. An urgency question asks for something closer to a fact: who can actually do this today. A directory listing can't answer that reliably, it's usually stale within days of being crawled, so the model reaches for whatever page looks current and specific instead, which is almost always the business's own site.
What this means for your traffic
What this means depends on which side of your traffic you're trying to win. Directory listings and review volume earn their keep on "best X near me" and similar research-stage questions, where our data keeps showing 70-90% directory citation rates. They do close to nothing for the customer who already needs the work done and is asking who can take them. That customer is being answered by whichever business made it obvious, on its own page, that it has same-day availability, walk-ins, or emergency service.
Most of the small business sites we've looked at across categories bury this information, if it's there at all. A line in the footer saying "call for availability" isn't the same as a page or even a sentence that states plainly: same-day appointments available, walk-ins welcome, 24-hour emergency service. The businesses that got cited on the urgency questions almost all had that stated somewhere specific enough for the model to lift it directly.
What we can't claim from this
We should be upfront about the limits here. We tested a single urgency phrasing per category rather than every way a real customer might ask. "Available now" and "with availability this week" carry different urgency, and the med spa result above suggests that difference matters. We pulled from one day of testing across five U.S. cities, and a different week or a larger sample would likely move these exact percentages, though the direction has now held across two separate intent comparisons we've run on this dataset. We're also measuring where the citation came from rather than confirming the business genuinely had same-day capacity; we can only say the page claimed it did.
If you run a service business, the practical step is small: find the page on your own site that states your availability, walk-in policy, or emergency hours, and check that it says so in words a model could lift directly. If that page doesn't exist yet, it matters more than another directory listing does for the customer who's ready to call you today.
Source: askchat.studio's GEO probe database, comparison and urgency-style queries across ten service categories (auto repair, optometrist, personal injury lawyer, plumber, gym, med spa, dentist, chiropractor, veterinarian, hair salon), five U.S. cities, collected September 28, 2026, through the OpenAI Responses API with web search grounding.