Hospitality Deployment

Lead-to-Showroom Operations System

Agentic lead capture and intelligent assignment based on consultant availability.

Pilot Duration

4 weeks

Measurement Window

10 weeks

Status

Production — ongoing

Methodology

Audit-Ready

Client Context

Multi-brand dealership group with three showrooms and 18 sales executives.

Operational Problem

—Digital leads required manual CRM import and assignment. Average time was 4-5 hours.

Operational Workflow

Before Deployment

— Manual intake
— Spreadsheet tracking
— Delayed operational response
— Fragmented visibility

After Deployment

✓ Structured intake engine
✓ Automated prioritisation
✓ System-driven routing
✓ Operational visibility dashboard

Deployment Timeline

Pilot

Initial deployment on scoped process.

Measurement

Tracking against baseline.

Scale

Full production rollout.

Operational Impact

Lead-to-assignment

90% reduction

4–5 hours

25 minutes

Uncontacted leads >24h

Major recovery

18%

Metrics measured during the first full quarter post-deployment against a four-week pre-deployment baseline.

Scope Limitations

Dealer CRM API rate limits forced batch processing. Walk-ins stayed manual.

Business Impact

Admin workload per sales executive reduced from 2 hours to 30 minutes daily.

What Stayed Human

Test drive scheduling
Financing discussions
Negotiation

What We Learned

OEM lead data formats varied across brands, requiring custom parsing.

Related Deployments

Manufacturing

If your team is managing a similar operational problem, we scope a pilot in 2–3 weeks.

The pilot is production-safe and measured against your operational baseline.