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Case Study

Mudd Boosts Clients' Conversions by 171% With AI Max

Mudd Advertising conducted a 30-day "Pre vs. Post" performance test to evaluate AI Max’s impact on conversion efficiency through three primary steps: Account Consolidation, Structural Optimization and Automation Integration.

ResultsDigital AdvertisingAI
Mudd Boosts Clients' Conversions by 171% With AI Max
190%
Conversion Lift

0%

Conversion Lift

0%

Lower CPA

The Challenge

Two large dealerships in GM’s network, Boucher Buick GMC and GMC of Riverfront Park were looking to grow car sales & increase conversion growth despite current economic uncertainty during Q1 2026. Their trusted agency Mudd evaluated both dealerships and uncovered that these stores were operating with complex, fragmented account structures that included multiple campaigns split across Make/Model, Brand, and Conquest strategies. For example, GMC of Riverfront Park was previously managing six different campaigns. Mudd Advertising identified that this traditional, manual structure created account friction, performance losses, and sought to prove that simplifying the setup, while adding AI Max, could yield more conversions and a lower cost-per-acquisition (CPA).

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Fragmented Account Structure
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Digital Account Friction
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Performance Losses
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Manual Campaigns

The Solution

Mudd Advertising conducted a 30-day "Pre vs. Post" performance test to evaluate AI Max’s impact on conversion efficiency through three primary steps: Account Consolidation: Fragmented account structures were transitioned into a single, unified campaign for each dealer to reduce friction. Structural Optimization: Keywords and match types were streamlined into tightly themed ad groups focused on Brand, Defense, and Make/Model categories. Automation Integration: Following a 14-day learning period, the full AI Max suite was deployed, utilizing URL Expansion and Text Customization to align landing pages with user intent.

Unified Campaigns
Focused Ad Groups
URL Expansion
Text Customization

The Results

The consolidated, AI-driven campaigns outperformed the original manual baseline for both dealerships: Boucher Buick GMC: Achieved a +190% lift in total conversions while driving a 65% lower CPA. Most notably, during the month of their test, Boucher Buick GMC saw their highest sales month ever, becoming the 1st and 2nd Best dealerships in Wisconsin for Buick & GMC sales.GMC of Riverfront Park: Experienced a +153% lift in conversions alongside a 63% decrease in CPA. Incremental Value: Through optimized and expanded reach (via AI Max expanded matches and landing page matches), AI Max helped drive 11% more incremental conversions for Boucher GMC and 15% more incremental conversions for Riverfront Park GMC.

Highest Sales Month Ever
Huge Conversion Lifts
Decreases in CPA
Increased Incremental Conversions
"“After the switch to AI Max, we saw a noticeable increase in customer calls. We ended up #1 in the state in Buick Sales and #2 in GMC. I always say — ‘if you can just make the phone ring and door swing, we’ll take care of it from there.’ This change helped.”"
Scott Teigland, General Sales Manager, Boucher Buick GMC
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