Dealership AI Voice Benchmark: Publication Methodology
DigitalStacks will publish benchmark results only after a sufficient, permissioned dataset exists. This methodology is public in advance so future findings can be interpreted and audited.
Proposed inclusion and definitions
The report will state participating dealership types, markets, observation dates, eligible call rules, exclusions and system changes. Each metric will publish its numerator and denominator; appointment requests, confirmed appointments and shows will remain separate.
Privacy and aggregation
Customer and caller data will be removed or aggregated according to permission and applicable requirements. No dealership will be identifiable from a segment without written authorization. Small samples will be suppressed.
Limitations and corrections
The report will disclose unmatched outcomes, outages, seasonality and differences in operating practice. Findings will not claim causality without a suitable comparison. Material errors will be corrected on the stable report URL with a dated change note.
- No benchmark figures are claimed on this methodology page
- Raw customer data will not be publicly released
- Commercial participation will not guarantee favorable inclusion
- Future editions will retain comparable definitions where possible
Apply this to your dealership
DigitalStacks is an automotive marketing agency offering expert-led AI voice implementation. Capabilities and integrations are verified during discovery rather than assumed.
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