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Note · 8 min · March 2026

Why a car dealer loses Saturday.

A heatmap of inbound peaks. Where the leads went. What we put live in 17 days.

Saturday, lunchtime — a typical car showroom: half-empty floor, two managers wandering, a laptop with the WhatsApp business inbox blinking. Behind that blinking: 28 messages in the last 90 minutes.

The shape

We pulled three months of inquiries from one dealer (data anonymized). The picture was worse than the head of sales would admit.

Hour band% of inbound% reps onlineMedian reply
Sat 10:00–13:0022%85%3 m
Sat 13:00–17:0031%25%2 h 14 m
Sat 17:00–21:0028%5%14 h
Sun 10:00–21:0019%0%19 h

Why it matters

78% of weekend inbound landed when the staff was off. By the time someone replied at Monday 09:00 the customer had already DM’d two competitors. Median time-to-buy on weekend leads dropped 41% versus weekday leads.

What we built

A Lead Qualifier agent on WhatsApp + Instagram. 30-second reply, four qualifying questions, car availability check against the inventory CSV, scheduled test drive — all in the weekend window. Dealer reviewed every booked slot Monday morning.

What we’d do differently

The voice agent should have shipped first, not third. Even with WhatsApp running, 32% of weekend leads were still phone calls.

Spreadsheet of the full hour-band data on request: andrew@grow2.ai.