The Deployment
Cox Automotive integrated Claude across three systems — VinSolutions CRM, Autotrader PSX, Dealer.com. Sonnet for deep-comprehension tasks; Haiku for high-volume rapid-response scenarios. Model choice matters per workload.
Measured Results
Consumer lead responses and test drive appointments more than doubled via VinSolutions CRM. AI-generated vehicle listings achieved 80% positive feedback from sellers. Dealer website content compressed from weeks to same-day. Over 9,000 client deliverables generated.
Why It Scaled
Multi-model strategy (Sonnet + Haiku) optimized cost and latency per task. Integration depth — Claude sits inside CRM workflows, not alongside them. Measurable outcomes justified expansion; didn’t stall at pilot.
Applicable Lessons
Pick multiple models for different workloads. Integrate deeply into existing workflows rather than standing up separate AI tools. Measure business outcomes — lead response, appointment bookings, content velocity — not just AI metrics.