AI Strategy

The KPI dashboard a dealer principal actually needs

Eight numbers, refreshed daily, that tell a dealer principal whether the AI is earning its keep.

13 August 2025 · 8 min read · SpectraIQ Research

The eight numbers

First-response time (median). Coverage rate (% of leads contacted within SLA). Conversation completion rate. Appointment booked rate. Test drive show rate. Service rebooking rate. Compliance exceptions. Customer sentiment trend.

Why these

They are leading indicators. By the time units sold dips, it's too late to fix the funnel.

What to ignore

Vanity metrics, messages sent, AI 'confidence' averages, total interaction count. They do not predict revenue.

Cadence

Daily glance, weekly review, monthly governance check, quarterly OEM-facing summary.

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