
AUTOMOTIVE
AI SEARCH.
AI search visibility metrics are the tip of the iceberg. It’s like knowing you are being talked about but you have no idea what is being said and how to respond. You never had to worry about that with traditional search and now you need better solutions.
So what should you be looking for and how do we give you that?
The automotive industry is packed full of it’s own unique challenges making off the shelf audits and search performance tools difficult to rely upon.
Automotive Sector Expertise
SEARCH PERFORMANCE
AUDIT OUTPUT
We employ a multi-layered analytical approach to audit, benchmark, and optimize your search presence.
DETAILED SEARCH STUDY
ACTIONABLE INSIGHTS
EXPERT REVIEW
PRICING
93 records out of 240

VISIBILITY
ISN'T AN END POINT.
You need to test hundreds if not thousands of queries as no two AI responses are the same, unlike looking at traditional rankings. This allows us to gauge the frequency of a brand’s appearance in AI search and validate that success against direct competitors.
This isn't keyword research. This is a deep dive into transactional queries crafted in ways to reveal AI's car dealership recommendations and force it to qualify their offering.

SENTIMENT
& FRICTION EXTRACTION.
AI responses are littered with ‘honest’ commentary, it doesn’t hold back on warnings or highlighting issues - its aim is to provide users with the most robust, accurate answer.
There are recurring complaints regarding high finance rates (sometimes double the market average) and significant pressure to provide "perfect 10" scores on manufacturer surveys.
AI Response
Discovered during sentiment analysis
Retailer Brand & Market Reputation
- Reputation is polarized, with high volume leading to a higher frequency of negative public feedback.
- Often recommended by locals to 'approach with caution' compared to family-run Yorkshire groups.
- Perceived as a 'transactional' supermarket rather than a relationship-based retailer.

THEMATIC
PROCESSING.
Layered on top of our semantic extraction we identify themes and topics that are threaded within each AI query response and grade their significance.
Understanding for example Certification & Consumer Protection commentary exists in 65% of responses can inform marketing strategies, and knowing how you are talked about in that space with our sentiment analysis can be priceless.
Without thematic classification you are blind to what really matters in AI search.

STRATEGIC
FRAMEWORK OUTPUTS.
Great data is one thing - using it to inform your strategies is another. We run multiple reviews including Net Sentiment Scores, PUGH Matrix, Swot Analysis and Strategic Competency Reports.
This is auditing that gives you reliable data driven insights.
| Attribute | Weight | Evans Halshaw | Family-Run |
|---|---|---|---|
| Competitive Pricing & Offers | 5 | 9 | 7 |
| After-Sales Service | 5 | 3 | 8 |
| Sales Transparency & Pressure | 4 | 3 | 8 |
| Inventory & Stock Access | 3 | 9 | 5 |
| Weighted Total Score | 99 | 122 |
BENCHMARKING
Compare your strengths and weaknesses
DM Keith
REPUTATION INDEX
Gauge performance at a glance.
POSITIVE SIGNALS
142 records out of 217
IDENTIFY GROWTH AREAS
See where competitors shine.
JCT600's 111-point and 150-point inspection regimes are more rigorous than EH's 123-point check.

EXPERTS IN THE
LOOP.
We can work out what will give you the greatest wins in AI search and deliver that to your teams.
Car Dealership Marketing Solutions
SEARCH PERFORMANCE
BRAND IMPACT.
WHO WINS? WHO IS LEFT BEHIND AND WHY?