AEO EngineWhat Customers Already Know Before They Walk In
Single shops still win locally through the map pack and reviews. Multi location groups have a different problem. The customer who arrives at one of your bays has often already asked an assistant what the repair should cost and whether the diagnosis holds. We make your group the source those answers draw from, and we measure it across every location.
Built for multi location repair groups and franchise chains
Why Repair Groups Have to Cover the AI Answer
Shop choice still lives in the map pack and in reviews. That is how a single location fills its bays. AI is doing a different job. It is telling the customer what the repair should cost, whether the diagnosis sounds right, and what a fair shop looks like, before they walk in.
The customer often arrives having already run the numbers
The map pack still decides which shop they try
A single shop with strong reviews and a solid Google Business Profile still wins the local pack, and that work stays. The difference at group scale is what happens after the pack is won, when the same customer checks the quote and the diagnosis before they approve anything.
AI now sits in front of the visit
BrightLocal put genAI use for local business recommendations at 45% in 2026, up from 6% the year before, with 40% of consumers trusting those recommendations. Invoca put genAI use for high stakes purchase research above 40% of US consumers. Neither figure is auto specific, and we label them that way. What they describe is a customer who checks the work before they approve it.
Groups feel this across every bay
A $400 to $750 average repair order cannot fund a measured AI program at one shop. A group running many locations can. Brand level answers about brake jobs, diagnostics and warranties either resolve to your shops or they resolve to a directory and a national chain. That is the gap this work closes.
“The map pack still picks the shop. AI increasingly decides what the customer believes before they sit down.”
What You Lose After the Map Pack Is Won
The customer already ran the numbers
By the time someone pulls into the lot, they have often asked an assistant what a brake job should cost, whether a shop is upselling, and what a fair diagnostic looks like. If those answers do not come from your group, you are arguing with a number you did not set.
Our solution: We measure the diagnosis, cost and trust questions customers ask before a visit, and we build the content and citations that put your group inside those answers.
Brand answers do not resolve to the right location
A chain can rank in the map pack at one address and disappear from the AI answer that names who to trust for a transmission job in that city. The customer then arrives with a directory’s version of your brand, or a competitor’s.
Our solution: Every location is scored on its own. We make each shop readable as its own entity and tie brand level answers back to the addresses you actually run.
Single shop tactics do not report across a group
Review velocity and GBP work are local. A regional or franchise lead needs one view of answer share across markets, not a stack of screenshots from whoever remembered to look.
Our solution: One scorecard per location, the same numbers every month, so a group operator can see which markets are losing the answer after the map pack is won.
How We Build Group AI Visibility
Three areas. We do not replace the map pack work that fills a single bay. We cover the questions a customer asks after they have a shop in mind, and we report it across the group.
Group Answer Measurement
A number for every location, not a brand average that hides the weak markets.
- •AI share of voice per location against named local shops and chains
- •Diagnosis, cost and trust questions tracked as their own set
- •Brand mentions scored separately from location mentions
- •Monthly movement a regional lead can act on
The Questions Drivers Ask Before They Approve Work
Content built around the check a customer runs, not around a list of services.
- •Cost ranges for common jobs, written so engines can quote them
- •Diagnosis, upsell and warranty questions answered in plain language
- •Service pages that resolve to the location that does the work
- •Question first formatting on brand and location pages
Location and Brand Authority
Make every shop legible, and make the brand the source engines reuse.
- •Location level page architecture across the shops you run
- •Google Business Profile work that stays in place next to the AI work
- •Structured data for the organization, locations and services
- •Review and citation work on the local sources engines already read
What an Engagement Includes
AI Visibility Audit
A measured baseline of how often your group and each location appear in the answers customers get, which shops and chains hold those answers, and where the gap is widest.
Pre Visit Question Map
The diagnosis, cost and trust questions drivers ask before they approve work, mapped to the pages and answers that intercept them.
Location Page System
Architecture and content for every shop, built so brand answers can resolve to the right address.
Structured Data Deployment
Schema for the group, locations, services and frequently asked questions so machines read each shop correctly.
Monthly Group Scorecard
AI share of voice per location, question coverage and movement, reported the same way every month.
What This System Has Done in Other Categories
These are published results from legal, labeled as legal. A two-office New York firm moved from 7th to 2nd of 72 tracked firms in 180 days, holding 12.7% AI share of voice. A criminal defense firm reached 51% AI share of voice and monthly bookings from 6 to 54. We have not published an auto repair case study. Prior results do not guarantee a similar outcome.
ASK4SAM (Silberstein & Miklos, P.C.)
Personal Injury LawA firm with two offices in Queens and the Bronx entered our New York benchmark in 7th place. 180 days later it ranked 2nd of 72 tracked firms, holding 12.7% AI share of voice against a national competitor at 4.3% over a 30 day window.
My Rights Law
Criminal Defense LawOrganic traffic up 217% in six months and monthly client bookings from 6 to 54, alongside 51% AI share of voice across the questions that decide the hire.
Who We Build This For
Multi Location Repair Groups
Operators accountable for several shops who need answer share reported per address, not a brand story that hides the weak markets.
Franchise Chains
Brand and regional leads who need diagnosis and cost answers to resolve to the franchisee’s location, not to a directory.
Groups That Already Win the Map Pack
Teams whose local pack and review work is in place, and who now need the answers customers read after they have picked a shop.
Shop Marketing as Usual vs AEO Engine
Questions Group Operators Ask Us
We already win the map pack. Why would this matter?
Because the map pack and AI are doing different jobs. The pack still decides which shop they try. The assistant increasingly decides what they believe the job should cost and whether your diagnosis holds. Groups feel that across every bay. Single shops still win on listings and reviews. A group wins on what the customer already believes when they pull in.
Is there auto specific evidence customers use AI to pick a shop?
BrightLocal put genAI use for local business recommendations at 45% in 2026, up from 6%, with 40% trusting those recommendations. Invoca put genAI use for high stakes purchase research above 40% of US consumers. Both are local business and high stakes figures rather than auto figures. The number that decides your case is the live one, which is what the audit pulls for your own markets.
How would you report this across many locations?
One row per shop. AI share of voice for that address, the shops and chains holding the answers in that market, coverage on diagnosis and cost questions, and movement month on month. A regional lead can see which markets are losing the answer after the listing is won.
How long before this shows up in the bays?
Answer share and question coverage usually move within 60 to 90 days. Bay impact follows as customers start arriving having already read an answer that named you. The audit is the proof about your shops. It shows what AI already says before you fund a program.
See What AI Tells Drivers About Your Shops
We pull the live answers for your markets and show you where the group sits, which shops and chains hold those answers, and what customers already believe before they walk in.
We take a limited number of group audits each month
Related Industries
Local Business SEO
Map pack, reviews and local visibility for businesses with physical locations
Explore this industry →Hospitality SEO
Visibility for multi location service brands customers research before they arrive
Explore this industry →Manufacturing SEO
Search and answer visibility for operators running several sites
Explore this industry →