What your CRM does not tell you about response time
Median beats average, business hours beat clock hours, and human beats automated. Three corrections that change the number completely.
Response time is the most reported and least trustworthy number in dealership software. Three specific distortions account for almost all of it.
One: average hides the tail
Averages are wrecked by outliers in both directions. Eleven leads answered in three minutes and one answered in nineteen hours produces an average that describes none of them.
Use the median, and then report the share of leads answered inside five, fifteen and sixty minutes. Those bands tell you the shape of the distribution, which is the thing you can actually act on. A store with a good median and a terrible sixty-minute share has a coverage gap. A store with a bad median across the board has a process problem.
Two: clock hours punish you for being closed
If a lead lands at 11pm and gets answered at 9:05am, raw clock time says ten hours. If your store opens at nine, the honest number is five minutes.
Both numbers matter, and they answer different questions. Business-hours response tells you whether your team is sharp. Clock-hours response tells you what the customer experienced — and the customer does not care what your hours are, because the store that texted them at 11:04pm did not.
Report both. Never report only one.
Business-hours response time grades your team. Clock-hours response time grades your store. Confusing the two lets a real problem hide behind a good-looking number.
Three: automated replies are not replies
Covered this at length a few weeks ago and it remains the single biggest distortion. If your response-time metric counts an automated acknowledgement, the number is fiction. Separate them and measure time to first human response as the headline.
A fourth one, less obvious
Response time to the first message is not the same as responsiveness. A store can answer in ninety seconds and then take two days to answer the customer follow-up question, and every response-time report will call that store excellent.
Measure the median gap across the whole conversation, and the longest stretch of dead air inside it. That second number is where deals die, and it appears on almost no dashboard anywhere.
What good looks like
A store I would call healthy has a median first human response under fifteen minutes in business hours, over sixty percent of leads answered inside fifteen minutes across all hours, and a longest-dead-air figure that does not exceed twenty-four hours on any live conversation. Very few stores can produce those three numbers today, which is itself the finding.