This group's growth story looks nothing like the century-old, one-rooftop-at-a-time model most of the industry runs on. In under five years it has assembled a double-digit portfolio of luxury dealerships across several states, built by acquiring already-successful stores rather than growing them from scratch. That speed is the asset. What this analysis examines is whether the catalog infrastructure inherited across seven of those rooftops is keeping pace with it.
Every rooftop feeds the same handful of channels that decide whether a shopper ever sees a given vehicle: the dealership's own site, the big three marketplaces — Autotrader, Cars.com, CarGurus — Mercedes-Benz's own certified-dealer and digital retail tools, and, increasingly, a channel most dealer teams haven't built for at all.
We ran seven of the group's rooftops — six Mercedes-Benz stores and one Infiniti, all sourced through the same Dealer Inspire platform — through EKOM's analysis pipeline exactly as we would a new customer's catalog. No hand-built schema, no per-store configuration, no one telling the system what to look for. What came back wasn't seven stores' worth of unrelated mistakes. It was the same handful of defect classes, surfacing independently, store after store.
| Rooftop | Brand | Platform | Findings | Fixes Proposed | High-Sev. |
|---|---|---|---|---|---|
| Store 1 | Mercedes-Benz | Dealer Inspire | 73 | 122 | 67 |
| Store 2 | Mercedes-Benz | Dealer Inspire | 19 | 88 | 19 |
| Store 3 | Mercedes-Benz | Dealer Inspire | 17 | 19 | 15 |
| Store 4 | Mercedes-Benz | Dealer Inspire | 17 | 15 | 16 |
| Store 5 | Mercedes-Benz | Dealer Inspire | 15 | 32 | 14 |
| Store 6 | Infiniti | Dealer Inspire | 14 | 75 | 11 |
| Store 7 | Mercedes-Benz | Dealer Inspire | 13 | 28 | 12 |
| Total | 2 brands | 1 platform | 168 | 379 | 154 |
A handful of findings are worth pulling out on their own — not because they're the most common, but because of what they reveal about how the data actually broke.
| Finding | Sev. | Who feels it | Rooftops |
|---|---|---|---|
| Drivetrain & AWD Formatting | |||
| "4MATIC®" vs. catalog-standard "AWD 4MATIC®" split | HIGH | Shoppers · Marketplaces | 5 of 6 Mercedes-Benz rooftops |
| QX80 drivetrain "2WD" vs. "RWD," AWD tag on 4WD units | CRIT | Shoppers | Store 6 · Infiniti |
| Body Style & Classification | |||
| GLE Coupe classified as "SUVs" | CRIT | Shoppers | Stores 1, 4, 7 |
| Plural "SUVs" vs. singular convention | MED | Ops | Stores 6, 7 |
| Fuel Type & Powertrain | |||
| G 63 AMG® engine field reads "Electric Motor" | CRIT | Shoppers · Trust | Stores 1, 4 |
| Hybrid vs. Gasoline label conflicts on identical powertrain | HIGH | Shoppers | Stores 1, 2, 4, 7 |
| Engine field carries 5–6 inconsistent formats per catalog | HIGH | Ops | All 7 rooftops |
| Pricing & MSRP | |||
| Missing or blank MSRP / dealer price | CRIT | Shoppers · Commerce | Stores 1, 2, 3, 5, 7 |
| MSRP / dealer-price gap outlier ($32K, Sprinter) | CRIT | Finance | Store 4 |
| MSRP underpriced vs. comparables (~$8K) | CRIT | Finance | Store 5 |
| Imagery & Content | |||
| image_urls / features_raw blank | CRIT | Shoppers | All 7 rooftops |
| Boilerplate-only or truncated dealer descriptions | HIGH | Shoppers · SEO | Stores 1, 3, 7 |
| Certified Pre-Owned vehicle in new-inventory feed | CRIT | Compliance | Store 2 |
| Repeated typo / corrupted text in descriptions | HIGH | Shoppers · Brand | Stores 1, 7 |
| Vehicle Identity (Stock Numbers) | |||
| Stock numbers don't match VIN, or break format convention | HIGH | Ops · DMS | Stores 1, 2, 4, 5, 7 |
| Structural | |||
| engine / interior_color / dealer_description / features_raw combine multiple data types | HIGH | Ops · Engineering | All 7 rooftops |
| Field | What it's carrying | Rooftops affected |
|---|---|---|
| engine | Displacement, cylinder count, turbo designation, and fuel qualifier concatenated inconsistently | 5 of 7 |
| interior_color | Color name + seat material combined in one free-text string, with inconsistent casing | 5 of 7 |
| features_raw | A flat, unparsed feature list — no structured package or option data | 4 of 7 |
| dealer_description | Marketing copy, MPG figures, and disclaimers concatenated with no field-level separation | 3 of 7 |
The group's growth has been fast and deliberate — a double-digit portfolio assembled in under five years, anchored by high-volume luxury franchises. Two AMG G 63 listings that independently name the engine "Electric Motor," at two rooftops whose data teams have never spoken to each other, aren't a coincidence. They're a signal that the same class of defect is being re-created at rooftop after rooftop, faster than any one store can catch it.
The exposure is concrete. A GLE Coupe that reads as an SUV in body_style is invisible to the shopper specifically searching for a Coupe — on some of the group's highest-margin AMG trims. A Sprinter listed $32,000 above its own dealer price is either a lost sale or a live pricing conflict. Blank photos on a luxury vehicle detail page make a worse first impression than no listing at all.
The Certified Pre-Owned vehicle sitting in Store 2's new-inventory feed is worth flagging on its own — not a formatting inconsistency, but a condition disclosure, in a feed that shoppers and marketplaces alike treat as a promise of "new."
What EKOM brings is the ability to catch this at the speed the group is acquiring — running the same pipeline, unattended, on rooftop twelve the same way it ran on rooftop one, without asking a newly-added store to change its systems first. For a group built by operators who know exactly what the luxury standard looks like on the showroom floor, catching where the data quietly falls short of it is the same discipline applied to a different layer of the business.