Your compliance audit passes almost everyone. Your conversion rates disagree.
Separate dealership customer experience from compliance
Nearly every dealer passes the annual audit, and conversion still varies across the network. An announced visit measures how well a showroom prepares. Sena measures what a buyer meets when nobody is expecting them.
Which dealerships deliver the experience your brand promises, which elements move a visitor toward buying, and where the gap between the two is widest.
Automotive OEMsFranchised RetailLuxury RetailFinancial Services
Customer experience, dealer development, brand management, and commercial teams at OEMs and franchise networks.
Sena, the Decision AI from Rwazi.
Decision AI with access to real-world dataThe problem
An OEM owns the brand and a franchisee delivers it. The instrument in between reports that everything is fine.
The audit is announced, so it measures preparation
A dealership told the date puts the showroom in order, briefs the staff, and clears the demonstrator. That is a genuine capability and it is a different one from the experience a walk-in meets on a Tuesday morning.
Near-universal pass rates carry little information
When almost every dealer clears the checklist, the result stops separating them. The network reads uniform in the audit file and varies in the conversion file, and the audit has little to say about the difference.
The checklist counts what is present, and buyers judge what happened
Signage, brochures, a charging display in the corner. All verifiable, all binary, and none of them the thing a visitor remembers. Automotive dealership customer experience analysis has to reach the interaction, because that is where a considered purchase turns.
So the question is which dealerships deliver, on an ordinary day, measured against what visitors say moved them.
Illustrative figures.
Illustrative figures. Scores out of 10 from one unannounced visit.
How Sena measures dealership customer experience
Agree the schedule
Build the automotive dealership customer experience evaluation framework with your CX team: arrival and parking, reception, showroom condition, vehicle presentation, technology and EV displays in working order, the quality of the conversation, and the follow-up. Your standard, applied identically.
Visit unannounced, as a buyer would
Sena Computer Vision sends a visit to each dealership unannounced, running the schedule as a prospective buyer: what happened, in what order, how long it took, and what was offered.
Ask recent visitors what mattered
Sena Consumer Activity asks people who visited a showroom in that market what moved them toward a purchase and what pushed them away, so the schedule is weighted by what buyers say counts.
Score each dealership on the same sheet
Sena returns a score per dealership per element, against the network and against the brand standard, so a dealer that clears compliance and loses buyers is visible as exactly that.
Repeat unannounced, on a cycle
The same visit runs quarterly or on the cycle you commission, including a directed repeat at dealerships where a gap was found, so improvement is measured the same way it was found.
Illustrative drawings and figures.
Industries and Rwazi capabilities involved
| Industry | Why it applies |
|---|---|
| Automotive OEMs | Core. The dealer network is the brand's delivery mechanism and the OEM controls the standard while the franchisee controls the day. |
| Franchised Retail | Any franchise where head office owns the promise and a franchisee performs it: restaurants, services, convenience. |
| Luxury Retail | The environment is inseparable from the proposition, and a scheduled audit is the least reliable way to read it. |
| Financial Services | Branch and agent networks carry the same structure, where consistency is the product. |
Check out Rwazi and Sena capabilities
| Capability | What it does here |
|---|---|
| Sena Computer Vision | Core. Sends an unannounced visit to each dealership and records the schedule: arrival, reception, showroom condition, vehicle and display presentation, the conversation, the follow-up. |
| Sena Consumer Activity | Core. Asks recent showroom visitors what moved them toward buying and what pushed them away, which supplies the weighting. |
| Sena (Decision AI) | Core. Scores each dealership per element against the network and the standard, and reads the result against the conversion data the OEM holds. |
| Directed repeat visits | The same schedule re-run at named dealerships where a gap was found, so a fix is verified the way it was identified. |
The automotive dealership customer experience evaluation aspects that separate dealers
Compliance checks whether a thing exists. These four are about whether it works, and they are where two compliant dealerships stop resembling each other.
| Aspect | What compliance records | What a visit records | |
|---|---|---|---|
| Arrival | Signage present, parking marked. | How long it took to be acknowledged, whether anyone came over, whether the visitor knew where to go. | |
| The conversation | Staff trained, headcount met. | What was asked before what was pitched, whether a test drive was offered, whether the answer to a hard question was straight. | |
| Technology and EV displays | Display installed. | Whether it was switched on, charged, updated and demonstrable. On EV lines this is the element most often present and least often working. | |
| Follow-up | Process documented. | Whether anything arrived afterwards, how quickly, and whether it referenced the conversation. |
Illustrative drawings and figures.
Each of these passes an announced audit easily and each varies enormously on an ordinary day. That variation is the part the conversion figures are already reporting, and the figures stay quiet on which element caused it.
Roles and functions
Customer experience
Owns the schedule. Gets recorded experience per dealership alongside a pass mark, and can say which element is failing where.
Dealer development
Works from what a visit found at a named dealership, so the conversation with the dealer principal is about a specific element as well as a score.
Brand management
Reads delivery consistency across the network, which is the only way a centrally owned promise gets verified locally.
Sales and commercial
Puts an experience gap next to the conversion figure for the same dealership, using the OEM's own sales data.
Aftersales
Applies the same schedule to service reception, where retention is decided and audits are rarer.
Why teams choose Sena for this
| What you need | What Sena does |
|---|---|
| Unannounced, ahead of scheduled | Visits unannounced, so the read is the ordinary day, where a scheduled audit reads the prepared one. |
| The interaction, alongside the checklist | Records what happened and in what order, where a compliance sheet records what is present. |
| Weighting from buyers | Asks recent showroom visitors which elements moved them, so the score reflects what sells, where a checklist reflects what is easy to count. |
| The same schedule everywhere, repeatedly | One framework across the network on your cycle, including directed repeats where a gap was found. |
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See the use case →Talk to Sena about the dealerships your audit says are fine
Tell us the decision you are weighing, and we will bring the market read to the conversation.
Start from your own question
Bring the decision in front of you and we will run the first read against it on the call.