vAuto has made its Test Drive program available to dealer clients following a beta involving 700 dealerships, according to an Auto Remarketing report. The Cox Automotive inventory management and pricing provider said participating dealers can preview emerging product concepts, use them in dealership settings and provide feedback before a possible wider release. That description, including the size of the beta, comes from the publication’s reporting; the operational guidance below is our interpretation for dealership managers.
Early access may sound attractive, but access alone is not a business case.
Treat the invitation as an operating decision
The Auto Remarketing report establishes that vAuto is seeking real-world dealer input, but it does not establish that every concept tested will improve dealership performance. Nor does a 700-dealer beta, by itself, demonstrate a financial return for the next store that participates. I’d argue that a Used Car Manager should approach Test Drive less like a product preview and more like a limited operating trial: approve it only when the store has a specific problem to solve, a person responsible for the result and enough clean information to compare performance.
A store struggling with aged inventory, for example, should not define success as whether managers liked the experience. It should ask whether the trial helped the team identify risk sooner, make more confident merchandising decisions or reduce avoidable carrying time. A dealership focused on acquisition may care more about the number of appraisals converted into desirable retail units. Another store may simply need to know whether managers can act faster without adding administrative work. Those are different tests, and they should not share the same scorecard.
Decide whether the dealership is ready
Participation is most worthwhile when the store can isolate a meaningful use case and protect the trial from unrelated operational noise.
- Name one dealership problem in plain language. Examples include too many units reaching an aging threshold, inconsistent appraisal decisions or excessive time spent reviewing inventory exceptions.
- Identify the vehicles or decisions covered by the trial. A defined group is easier to evaluate than an open-ended rollout across every rooftop and inventory category.
- Capture a baseline before starting. Use a recent comparable period and record the measures the store already trusts rather than inventing a new set solely for the pilot.
- Estimate the labor commitment. Include setup, manager review, employee coaching and time spent documenting feedback, not just the minutes required for daily use.
- Avoid launching during a major staffing change, process overhaul or unusual sales event unless the dealership accepts that the results will be harder to interpret.
Put one manager on the hook
A pilot shared vaguely among the general manager, Used Car Manager and internet team often belongs to nobody. Assign one accountable owner who can define the starting point, keep the test within scope and deliver a recommendation. That person does not need to perform every task, but should have enough authority to correct inconsistent use and enough proximity to the inventory operation to recognize unintended consequences. A second leader, typically the executive sponsor, should approve any expansion beyond the original group. Frontline participants should know what feedback is useful: specific examples of a better or worse decision carry more weight than general enthusiasm.
Accountability also means documenting whether the trial was actually used as intended; weak adoption and weak business value are not the same finding.
Use dealer math, not demo enthusiasm
Before the test begins, choose a primary measure and a few safeguards. For an aging-related trial, the primary measure might be the share of eligible vehicles crossing the store’s aging threshold. Safeguards could include front-end gross per retail unit, wholesale losses, price-change frequency and manager hours. For an appraisal-focused test, the dealership might compare appraisal volume, acquisition rate, expected retail fit and subsequent disposition. The precise measures matter less than agreeing on them before anyone sees the outcome.
- What changed compared with the dealership’s own baseline?
- Was the improvement large enough to matter financially after added labor and disruption?
- Did the result hold across more than one employee, week or vehicle category?
- Were there negative effects on gross, aging exposure, acquisition quality or customer handling?
- Would the benefit likely continue after the novelty and extra attention of a pilot disappear?
The financial check can be simple. Estimate the value of the improvement, subtract added labor and any expected ongoing cost, then compare the remainder with another use of the same management time. If a concept appears to prevent several units from aging but requires hours of daily review, the labor burden belongs in the calculation. If it improves acquisition volume while sending more unsuitable vehicles to wholesale, those losses count as well. A result can be directionally encouraging without being ready for a full-store commitment.
Set stop rules before the trial
Managers should decide in advance what would justify continuing, expanding or ending the evaluation. Stop if participation creates unresolved customer risk, pulls managers away from higher-value work or produces information the team cannot act on. Extend the test only when an outside factor, such as a staffing gap or abnormal inventory mix, clearly prevented a fair read. Expand when the measured benefit survives the labor calculation and the store can explain how the new practice will fit normal accountability.
Dealers should still watch which concepts enter Test Drive, how long evaluations last and what commercial terms accompany anything that reaches broader release. Yet those unknowns should not delay internal discipline. The strongest outcome is not always adoption; a well-run rejection can save the dealership from a costly distraction. Test Drive is worth considering when it answers a decision the store already needs to make, not when it merely offers an early look at what may come next.