The REV #079

REV #079

The Financial Impact of a Good Experience (And the Data Behind It)

BY JAKE HUGHES

September 11th, 2026

Welcome to the REV. A weekly briefing on what the Auto industry can learn about customer experience from millions of Google reviews. Every Week we Rank, Explore & Visualize automotive reputation & sentiment data.

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RANK

Which Staff Behaviors Show Up in Dollars Per RO

As part of the Customer Clarity launch, we have begun to connect DMS data and customer feedback. With this, we can start to align the reality on the ground with the resulting customer perception.

As an initial experiment, we matched six months of reviews against the customer-pay repair-order revenue behind them.

Finding: Clear communication is positively correlated with dollars per RO.

Put another way, when we compared how often communication is discussed in positive reviews for the typical dealer (median) vs. the top 25% of dealers, we found the top 25% make $170 more per RO off a $578 average ticket. That’s 29% more.

When we split by segment, the dollar difference is about $120 for luxury and $40 for mass market, which follows the logic you would expect.

As Brian Benstock puts it, dealers have three ways to grow:

Sell more
Sell more per ticket
Sell more in 24 hours

Our early research suggests top-tier communication in fixed ops is positively correlated with number 2, sell more per ticket.

Customer Clarity makes this insight possible. As that product matures, I’ll do more research connecting operational reality to customer perception.

Subscribe and read; you know the deal. See Customer Clarity.

EXPLORE

Independents are Everywhere in AEO

Ask where to service a Toyota on Gemini or ChatGPT, and you'd expect an answer full of Toyota dealers. The brand word is supposed to work like a credential. The franchise store has the scan tool, the warranty authority and the sign out front.

I ran that question in four California cities, eight brands each.

What I found is concerning.

For each brand-specific search, independent alternatives were awarded their own section.
Worse, the same independent shops show up across multiple brands, as shown in the image above. The example shop in Fremont showed up in results for all eight brands I researched, a mix of mass market and luxury.

AEO is not SEO.

It seems more like an even playing field, which is code for defection risk.

VISUALIZE

A thank you to those who joined us in Kansas City this week at NCM to go over this research in person

If you want to get more reviews to support AEO, check out Widewail’s Signal products.

I explored Widewail’s performance in the Lexus network last night and came across this unique stat. There are 6 Lexus dealerships on Long Island in NY; we work with 2 (33%), but produce 70% of all Lexus reviews on Long Island each month.

33% of the ecosystem and 70% of the activity. That is what good looks like.

If you want to see your dealership’s Share of Voice for your competitive market, reply to the email, and I’ll do a quick search in the Widewail Index in your market.

See you next week - Jake

Listen to What's Working in Auto. Book a Widewail Demo.