How a 5-rooftop dealer group could realistically add $260K+ in gross with LouieAuto — modeled on the founder's own operations and real dealer data. Full methodology and attribution at louieauto.com/attribution.
The founder's own 5-rooftop dealer group — a pre-commercial deployment, since January 2026. Monthly volume: ~120 units. Important context: This is not an external customer case study. It is the operator who built the platform running it on their own stores. These outcomes are simulation-modeled projections based on the founder's own operational data — real deal patterns, real lender matrices, real floor traffic. Not a live customer case study. Numbers represent what the model projects for a store at this volume and baseline. Your results will vary.
Pre-deployment challenges: F&I penetration stuck at 11%. Service drive wasn't connected to sales. No buy list for equity identification. BDC data entry consumed 30+ hours/week. No real-time visibility into deal progression.
In this modeled scenario, LouieAuto is deployed on a Friday afternoon. By Monday, the dealer would be live with:
No DMS rip-and-replace. No training sessions. The system is designed to work on existing dealer workflows.
Modeled penetration lift from 11% → 29%. Illustrative: desk coaching tells them "Fiserv closes 3.2x faster than Santander on subprime." They would start pitching accordingly.
Modeled service-to-sales pipeline triggering equity alerts throughout Year 1. 24 projected to convert to sales. Lost unit recovery, modeled.
Lead data entry modeled to go from manual to automated. Team projected to go from chasing spreadsheets to actually calling buyers.
Would see which team is generating lift. Would know exactly which rooftop is underperforming. Modeled to support smarter commission decisions.
18% F&I lift on 120 units/month:
Service-to-sales lift:
Subtotal: $290,400 gross added in Year 1
Cost: $24,995 (one-time, perpetual license) + ~$300/month cloud costs.
Gross improvement: $290,400 in Year 1 vs. $24,995 cost. (Single-group pre-commercial deployment — results depend on deal volume, team adoption, and starting baseline.)
This data comes from the founder's own 5-rooftop operator group — the same pre-commercial deployment documented at louieauto.com/proof and the attribution methodology page. These are simulation-modeled projections built from the founder's own dealer operations — real lender data, real deal patterns, real floor traffic — run through the LouieAuto engine. Not third-party-audited live results. The founder runs these stores, built the platform, and stands behind the model. Nobody deploys software they don't believe in on their own stores. This is what's possible when every module in your dealership system talks to the same brain.
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