Case Study
The After-Hours Revenue Gap
How Lahzo dealers are turning their quietest hours into their most productive ones.
88,332
Conversations Managed
39,648
Leads Generated
2,443
Appointments Booked
The Problem
Your buyers are ready at 9pm.
Your sales floor closed at 6.
Dealership shoppers research for 6+ hours before reaching out. By the time they submit an inquiry, they're deep into the decision. But most sales floors run 9–6, closed Sundays. The highest-intent buyers hit a wall of silence.
100x
Contact probability drops 100x if you wait 30 minutes instead of responding in 5.
MIT/Kellogg — Dr. James Oldroyd. 15,000+ leads, 100,000+ call attempts (2007)
21x
A 5-minute response makes you 21x more likely to qualify the lead than waiting 30 minutes.
MIT/Kellogg — Same study. Independently replicated by HBR (2011)
42 hrs
The average company takes 42 hours to respond to a new lead. 23% never respond at all.
Harvard Business Review — Oldroyd, McElheran, Elkington. Audit of 2,241 companies (2011)
391%
Leads called within one minute are 391% more likely to convert than those called at any time after.
Velocify Research — Millions of lead records across hundreds of databases. PR Newswire, 2016
What Lahzo Found
After-hours shoppers aren't browsing. They're buying.
We analyzed 88,332 conversations across 6 dealership operations. The data doesn't just confirm the problem—it reveals a massive opportunity most dealers are ignoring.
Metric | After Hours | Business Hours |
|---|---|---|
Total Conversations | 29,103 | 47,190 |
Lead Conversion Rate | 51.8% | 44.2% |
Appointments Booked | 933 | 1,262 |
The Proof
4 proof points that rewrite the playbook
38%
The After-Hours Volume
38% of all buyer conversations happen after hours. Without an always-on agent, all of them go unworked.
51.8%
Higher After-Hours Intent
After-hours shoppers convert at a 17% higher rate than business-hours visitors. They're not browsing. They're deciding.
15%
Faster Conversions After Hours
Lead conversations are 15% shorter. Appointment conversations are 1.5 minutes shorter. These buyers know what they want.
933
Appointments While the Lot Was Dark
933 showroom appointments booked when no sales staff was available. At $25K–$80K+ per unit, that's millions in revenue.
The Full Story
Problem → Insight → Solution → Results
The Problem
Demand around the clock. Sales floor open 9–6.
Multi-location dealerships invest heavily in digital advertising across RV, marine, and specialty vehicle operations. But the sales floor runs a fixed schedule—closed Sundays. Based on research published in Harvard Business Review, the average company takes 42 hours to respond to a lead, and 23% never respond at all. So, when the lead arrives at 8pm on Thursday, the average company is not reaching back out until Saturday—if then. Leads are cold or already sold by the time most sales teams respond.
The Insight
After-hours shoppers aren't browsing. They're deciding.
MIT research shows contacting a lead within 5 minutes makes you 21x more likely to qualify them. If the lead has to wait 30 minutes, the contact probability drops 100x. The buyers on the site at 9pm weren't window shopping; they were comparing models, checking inventory, ready to move. Speed isn't a nice-to-have. It's the entire game.
The Solution
An autonomous AI sales agent. 24/7. Zero added headcount.
Our dealerships deployed Lahzo's AI sales agent and began engaging every visitor in real time, around the clock. It answers inventory questions, qualifies buyers, provides pricing guidance, and books showroom appointments directly into the scheduling system. No BDC staff after hours. No leads left waiting. The agent operates within a closed-loop flywheel: agent fuel, programmatic ads / CTV drives traffic, the AI converts it, and attribution feeds performance data back into targeting.
The Results
Measurable impact within 30–60 days.
88,332 conversations. 39,648 leads. 2,443 appointments. Of those, 15,073 leads and 933 appointments were captured entirely outside of business hours—when the sales floor was dark. After-hours conversion (51.8%) beat business hours (44.2%). The dealership added a 24/7 BDC without a single new hire.
Stop losing buyers to closed doors.
See how Lahzo's autonomous AI sales agent captures after-hours demand.
Time Analysis
When your best buyers show up
Window | Volume | Lead Output | Lead Rate |
|---|---|---|---|
5pm – 9pm | Highest After-Hours | 2,286 at 5pm alone | 45–50% |
9pm – 11pm | Moderate | Strong | 54–56% |
Midnight – 6am | Low-Moderate | Consistent | 48–54% |
Sunday | 9,557 | 4,818 leads | 50.4% |
Full Weekend | 20,339 | 9,914 leads | 48.7% |
Revenue at Stake
933 after-hours appointments were made in our data set. Depending on your close rate and average unit value, these appointments that the Lahzo AI agent made while your agents were asleep could result in $2.3M to $11.2M in revenue.
Avg Unit Value | 10% Close | 15% Close | 20% Close |
|---|---|---|---|
$25,000 | $2.3M | $3.5M | $4.7M |
$40,000 | $3.7M | $5.6M | $7.5M |
$60,000 | $5.6M | $8.4M | $11.2M |
After-hours appointments only. Total platform-influenced revenue is substantially higher.
“I was surprised that leads of this quality were even possible.”
Senior Executive — National RV Dealer
“
Sources
Full Citations
MIT/Kellogg — Lead Response Management Study (2007)
Dr. James Oldroyd, Kellogg School of Management / MIT Sloan. David Elkington, InsideSales.com. 3 years of call data, 15,000+ leads, 100,000+ call attempts.
leadresponsemanagement.org/lrm_study
Harvard Business Review — “The Short Life of Online Sales Leads” (2011)
Oldroyd, McElheran, Elkington. HBR Vol. 89, No. 3. Audit of 2,241 U.S. companies. Indexed in SSCI & SCOPUS.
hbr.org/2011/03/the-short-life-of-online-sales-leads
Velocify — “When to Call Sales Leads” (2016)
Jorge Jeffery, Director of Research & Analytics. Millions of lead records. Published via PR Newswire, May 26, 2016.
prnewswire.com/news-releases/velocify-research-300275320.html
Stop losing buyers to closed doors.
See how Lahzo's autonomous AI sales agent captures after-hours demand.