What Is Recommendation Share?
AI can recognize a dealership without consistently recommending it.
Recommendation Share Definition
Recommendation Share refers to how frequently a dealership is recommended by AI platforms when consumers ask relevant buying, ownership, service, and trust-related questions.
Why Recommendation Share Matters
Traditional digital marketing has focused on visibility: search rankings, website traffic, impressions, and clicks.
AI introduces a new dynamic. Instead of simply displaying links, AI increasingly provides answers and recommendations.
Will AI recommend your dealership?
Recognition vs. Recommendation
One of the most important distinctions in AI search is the difference between being recognized and being recommended.
AI Knows You Exist
AI understands your dealership, your OEM, your inventory, your service department, and your basic business information.
AI Suggests You
AI actively recommends your dealership when consumers ask questions involving trust, reputation, ownership, service, or customer experience.
The Four Layers of AI Authority
Recommendation Share appears to be influenced by authority signals across the customer journey.
Sales Authority
Vehicle research, model comparisons, buying guides, inventory expertise, and product knowledge.
Service Authority
Maintenance expertise, repair guidance, OEM service knowledge, and service department credibility.
Ownership Authority
Vehicle care education, ownership guidance, maintenance planning, and post-purchase support.
Trust Authority
Community involvement, reputation signals, customer experience, credibility, and local expertise.
How AIAE Measures Recommendation Signals
The AI Authority Review evaluates dealership visibility and authority across multiple AI platforms and customer journey stages.
- Sales Authority
- Service Authority
- Ownership Authority
- Trust Authority
These findings contribute to a dealership’s overall AI Authority Score™ and help identify opportunities to improve Recommendation Share.
Related Research
Read the research article that introduced this distinction:
AI Recognizes Many Dealerships. Why Does It Recommend So Few?
See How AI Views Your Dealership
Discover how AI platforms perceive your dealership and where opportunities exist to strengthen recommendation signals.