What Dealers Must Rethink: All About Attribution, AI, and Data

Guest Expert: 
Shaun “Niff” Kniffin
Retail Solutions Moderator | Consultant 
NCM Associates, Inc. 

Guest Industry Expert: Shaun “Niff” Kniffin joins Jade Terreberry for a fast-paced, insight-packed episode covering the hottest topics in automotive retail – from multi-touch attribution and AI adoption to new marketplace partnerships and data strategy. Drawing on decades of dealership experience and current consulting work, Niff shares what’s working, what’s broken, and what dealers must do now to stay competitive.

Resources Mentioned:

Cox Automotive + Perficient Whitepaper – Marketing Measurements that Matter (link to https://b2b.autotrader.com/perficientwhitepaper2025marketingmeasurement/

Top Takeaways:

Last-click attribution is dead—track the full journey

Dealers must move beyond CRM and lead-based metrics to multi-touch attribution that reflects real consumer behavior.

AI is changing how consumers shop—and how dealers must respond

From AI-powered follow-up to bots doing the shopping, dealers need to embrace AI tools and monitor how they’re being perceived online.

New partnerships expand reach and trust

Autotrader’s integration with Car and Driver and KBB’s partnership with Experian are helping dealers connect with consumers earlier and build credibility.

Zero-click traffic is rising—third-party platforms matter more

With 75% of searches ending in no clicks, dealers must focus on visibility and engagement across trusted platforms.

Data control is essential for lifecycle marketing

Dealers need to manage and activate their data—knowing whether a customer still owns a vehicle can dramatically improve marketing efficiency.

Timestamps:

0:00 – 2:07 – Introduction & Attribution Wake-Up Call

Jade and Niff discuss the Cox Automotive white paper and why dealers must shift to multi-touch attribution.

2:07 – 5:07 – What Dealers Gain from Full-Funnel Visibility

Niff explains how tracking the entire consumer journey leads to smarter spend and better ROI.

5:07 – 8:31 – AI Adoption and Consumer Behavior

Dealers are using AI for follow-up, while consumers are also using it to shop and research dealership reputations.

8:31 – 11:46 – Car and Driver Partnership Impact

Niff shares how Autotrader’s new integration with Car and Driver expands reach and lowers cost per view.

11:46 – 15:06 – KBB + Experian: Building Trust Through Data

The new vehicle history report partnership helps dealers provide transparent, credible information to buyers.

15:06 – 19:40 – Data Strategy and Zero-Click Traffic

Niff highlights the importance of controlling dealership data and adapting to changing search behavior.

19:40 – 21:48 – Final Advice and Closing Remarks

Jade and Niff wrap up with a call to action: embrace AI, rethink attribution, and get your data house in order.

Cox Automotive Driven by Innovation Dealer Summit

Cox Automotive hosted an electrifying event at the legendary Circuit of The Americas (COTA) in Austin, TX—bringing together top automotive minds, dealer partners, and Cox Automotive leaders for a high-octane experience that fused insight with adrenaline.


This wasn’t just another industry event—it was a showcase of how Cox Automotive is driving real, innovative, and measurable change.

Attendees got hands-on with Cox Automotive’s latest tools, exploring how transparencyspeed, and connected workflows are reshaping the retail experience. Live polls and feedback sessions revealed common pain points—like desk manager bottlenecks and disconnected systems—and how Deal Central is solving them with real-time communication and streamlined processes.

Of course, no visit to COTA is complete without some high-speed excitement. Guests toured the garages, climbed the observation tower, and hit the track in BMW M3’s—adding a rush of adrenaline to an already exhilarating day.

Driven by Innovation wasn’t just an event—it was a statement. Cox Automotive is leading the charge toward a faster, smarter, and more customer-centric future. And for those who missed it? The momentum is just getting started.

Using Reporting to Drive Fixed Ops Success 

Matt Warpinski, Director of Performance Management, Xtime 

There’s no right or wrong way to use reporting. In fact, the only wrong way is to NOT use reporting. Reporting offers insights into trends and what our consumers are doing. It also helps uncover gaps in your processes by finding out if your staff is actually behaving the way you expect. 

Sometimes reporting gives us answers and results, but at other times it gives us questions. For instance, if an advisor is not using the tablet – why? Do they not know how to use the tablet? Is there a technical issue? If say that they can’t find the services they’re looking for, that means there’s a setup problem. So, the things we find from reporting give us insights that we can use to manage our day and our business and become successful.  

When it comes to managing behaviors and processes, we need to not only know what’s happening, but also analyze what is happening. As people leaders, we need to determine how we can: 

  • Create a better experience for our customers who want a digital experience 
  • Help our employees have a better quality of life at work 
  • Gain more efficiencies and make more money 

If our customers are happy and getting a great digital experience, and our employees are following the processes and doing the behaviors we ask them to, everyone wins.  

With that in mind, we recently showcased tips for using key Xtime reporting capabilities in our 2025 Fixed Ops Focus Series: Reporting Enhancements webinar. Here is some of the hands-on advice from that session. 

BDC Appointments Overview Report 

This report is great for helping you understand what is happening every day in your BDC.  

You can filter the results by individual dealership name (or see the entire dealer group), choose a date range, see a specific call center or appointment taker name, and view the trends by day, month, week or year. There are high-level KPIs at the top: Created Appointments, Total Scheduled Appointments, Cancelled Appointments, Total Appointments Showed, and Show Rate.  

When you scroll down, you’ll see a summary page that will help you identify which stores have great KPIs and which ones might provide opportunities for improvement.  

In the details, you can drill down to look at specific appointment agents to find out what their appointment records look like. For instance, you can check to see if they have an email for every customer. We know that with an email address, there’s a better likelihood that they’ll get appointment reminders, appointment confirmations and our Invite marketing campaigns. So, emails are crucial, and we want to make sure we’re collecting them for each customer.  

If you’re looking for more work, you can export a list of all no-show appointments. Since these are people who have already raised their hands and said they want to come in, the chances of recapturing their business are good. You can use that data to create an Invite marketing campaign to bring in more service business.  

Advisor Appointments Overview Report 

This is a very useful report that helps you analyze appointment data in a lot of different ways. The dashboard shows the following high-level KPIs: Walk-Ins, Total Scheduled Appointments, Show Rate, Total Appt Dollars, Inspect Upsells, RO Dollars.  

Some of the ways to use this report include looking at online appointments to see how they compare to appointments made by advisors or by the BDC. You can see what was on the appointment when it was created, if any declined services were added, and if there were any Inspect upsells.  

Look at the volume of appointments an advisor has coming in and the dollars that were included on those appointments. Based on total RO dollar data, you can see who is struggling to sell and who is selling a lot. Once you find out which advisors are excelling at their jobs, ask them questions to find out what is different about their approaches. Then you can partner underperformers with overperformers and improve results across the department.  

You can click through to each RO to examine performance and individual service details. We make it easy for you to drill down into the information that’s presented and find opportunities to help improve how you run your business. 

Want to do more with your reporting? 

If you’d like to explore more ways to find opportunities through reporting, contact your Performance Manager. Not an Xtime customer yet? Schedule a demo to see how Xtime reporting can help drive fixed ops success. 

Seeing the Unseen: How to Spot (And Fix!) Your Digital Blindspot 

What You Don’t Invest in Can Hurt Your Automotive Strategy 

If you’re only tracking what happens right before the sale, you’re missing what really brings customers in. That’s not just a theory. It’s backed by data.  

New research from our latest whitepaper, From Click to Car Sale: How Multi-Touch Attribution Improves Marketing Measurement for Auto Dealers, offers a clearer view of the full buyer journey. The findings come from a 2024 analysis of over 1.18 million car sales by Clarivoy, a leading automotive marketing analytics firm, along with insights from the Cox Automotive Car Buyer Journey Study, which surveyed more than 2,300 recent car buyers.  

The data reveals a critical truth: most dealers are only seeing the last click, not the full path to purchase. And that blind spot could be costing them sales. 

Let’s fix that. 

Below are four of the most common digital blind spots that can distort your view of the buyer journey, and more importantly, how to correct them. These fixes can help you more accurately measure the efforts of your automotive retailing strategy and focus your efforts where they’ll have the most impact. 

Mistake #1: You Assume Your Website Is the Starting Line for Car Buyers 

It’s easy to assume that the buyer journey begins on your dealership’s website, especially when lead forms and digital paperwork suggest that’s where the action starts. But the data tells a different story: 

  • Only 14% of shoppers begin on a dealer website 
  • Nearly 48% start on a third-party marketplace (like Autotrader) 

The Blindspot: 

Dealers often overestimate the influence of their own websites and overlook the power of third-party platforms. That means they’re missing the moment when shoppers are most open to influence – right at the beginning. 

What You Can Do Next: 

  • Audit your listings on marketplaces. Ensure they’re complete, compelling, and current. 
  • Ask your team: “Where do we think our customers start – and how do we know?” 

Remember: overlooking your listings means missing out on a huge number of highly motivated buyers from the very start. 

Mistake #2: You’re Relying on One-Touch Thinking 

One-touch attribution might seem straightforward – but it’s also misleading. It credits only the final click before a sale, ignoring the full journey that brought the buyer there. 

Here’s what the data shows: 

  • Autotrader influenced 55% of all car sales in the study using multi-touch attribution (MTA) 
  • That’s more than double the impact seen with one-touch attribution, which showed just 21% 

Adopting a MTA strategy will reveal every stop along the buyer’s path, including how often they check out places like Autotrader. When you look at the full consumer journey, not just the starting and finish line, you’ll be able to see which digital channels are actually helping you sell more cars – which are under-performing – including revealing which ones might be doing more work than you realized.

The Blindspot: 

One-touch attribution gives all the credit to the last interaction – ignoring the digital breadcrumbs that led buyers to your door. That’s like giving the closer all the credit and forgetting the rest of the team. 

What You Can Do Next: 

  • Ask your marketing partner if they support MTA.  
  • Then, compare CRM-reported leads to actual sales. Is there anything missing?  

Remember: your attribution model might be overlooking the quiet contributors. MTA helps uncover which channels are driving conversions behind the scenes, telling a more complete story and helping you protect your spend and capture more ROI on each and every deal. 

Mistake #3: You Missed the “Invisible Click” 

Not every shopper leaves a digital breadcrumb. In fact, 46% of shoppers who viewed Autotrader or Kelley Blue Book listings eventually made their way to a dealer’s website, without ever clicking a direct link. 

These shoppers were influenced by what they saw on third-party sites, but chose to return later through other paths:  

  • Typing in the dealer’s URL 
  • Searching the dealership on Google 
  • Clicking on a retargeted ad 

That means nearly half of your audience may be starting their journey elsewhere – and showing up later without a clear trail.   

The Blindspot: 

Just because a shopper didn’t click doesn’t mean they weren’t influenced. If you’re only tracking click-throughs, you’re missing the spark that started the fire. 

What You Can Do Next: 

  • Use retargeting and branded search to stay visible after shoppers leave third-party sites 
  • Don’t rely solely on click-through rates. They don’t tell the full story. 

Remember: By viewing and tracking the full journey with Multi-Touch Attribution, and the roughly 62 clicks on average a car shopper takes from first click to close, you’ll quickly realize what’s truly influencing that sale should be weighted in your marketing strategy.

Mistake #4: You’re Only Investing Where It’s Easy to Measure 

The biggest pitfall often lies in gravitating toward the obvious. And it’s tempting to double down on the channels that deliver quick, trackable results. But when you focus only on what’s easy to measure (or worse, vanity metrics), you risk ignoring the hidden drivers that actually move shoppers along their journey. 

The Blindspot: 

When budgets tighten, high-cost channels that don’t “show” results often get cut. But those same channels may be doing the heavy lifting early in the journey. That’s like benching your best player because they didn’t score the last goal.  

What You Can Do Next: 

  • Take the time to re-evaluate your media mix using MTA insights. 
  • Prioritize channels that influence early and mid-funnel behavior, even if they don’t close the sale. 

Remember: The most valuable touchpoints aren’t always the most visible. Don’t let outdated or short-term metrics steer long-term strategy.  

For the Road Forward 

If you’re only tracking what happens right before the sale, you’re missing out on what really brings customers in. Multi-Touch Attribution and smarter analytics help you see the full journey – and invest in what’s actually working.  

Because in today’s market, clarity isn’t just helpful. It’s a competitive advantage. 

At Autotrader, we help you uncover the influence behind the sale – whether it’s a click, a view, or a moment of consideration that never shows up in your CRM. With 7 out of 10 shoppers visiting Autotrader and Kelley Blue Book, we’re where the journey begins. And with the power of MTA, we help you follow it all the way to the sale. 

Let’s move beyond assumptions and start measuring what matters. The data is there. Now it’s time to use it. 

See the Cox Automotive + Perficient Whitepaper 

See and download the full findings on how to improve your marketing strategy 

Sourcing: 

This data set, containing over 1.18 million sales, forms the basis for all multi-touch attribution insights presented in this whitepaper. Insights were developed using Clarivoy’s platform and proprietary analysis of this data set. For more information on the Clarivoy data, see the “Sources” section at the end of this whitepaper. 

Why Your Website May Not Be Search Friendly—and What to Do About It 

Considering that consumers spend most of their vehicle-shopping time online,* it’s vital for dealerships to make the information on their websites easy to find. Yet many unintentionally limit their reach by embedding key promotional messages within image files. While these visuals may look polished, they can affect SEO discoverability and limit the dealership’s reach. 

The Visibility Problem 

Search engines are designed to read and index text—not images. When important content like seasonal promotions, product highlights, or service announcements is locked inside graphics, search algorithms can’t find it. This means a dealership’s most appealing offers may never reach the audiences actively searching for them. 

The result? Missed connections with high-intent shoppers. 

A Smarter Approach to Content 

To overcome this challenge, dealerships are turning to strategies that prioritize text-based content written directly into the structure of their web pages. This ensures that promotional messaging is not only visible to site visitors but also readable by search engines. 

By using structured HTML content instead of image overlays, dealers can dramatically improve their chances of appearing in relevant search results. This approach also supports better alignment with paid advertising, helping reduce costs and improve ad placement. 

Practical Tips to Improve Discoverability 

Here are some actionable steps to help your business stand out: 

  • Replace Image-Only Promotions: Audit your site for graphics that contain embedded text and convert them into readable, HTML-based content. 
  • Build Responsive Landing Pages: Ensure your promotional pages are mobile-friendly and easy to update with current offers. 
  • Align Organic and Paid Strategies: Use consistent messaging across SEO and advertising to improve relevance and performance. 
  • Use Data to Target Effectively: Leverage insights from user behavior and inventory trends to personalize offers and improve engagement. 
  • Measure What Matters: Track metrics like time on site, page views, and conversion rates to refine your approach over time. 

See How It Works 

Read our latest case study: Boosting Visibility and Conversions with HTML-Optimized Landing Pages to see how Dealer.com Managed Services including Premium SEO, Premium Content & Creative, and Dealer.com Advertising combine to drive organic and paid search performance.  

* Cox Automotive 2024 Car Buyer Journey  

Using Service Multimedia Pro for Faster ASR Approvals 

Michael Cribbs, Lead Performance Manager 
Adrian Lui, Senior Product Consultant 

Service Multimedia Pro is a new add-on for Xtime Inspect that allows technicians to enhance their recommendations within the multi-point inspection by sharing high-resolution media including photos and videos.  

When a technician can describe their inspection using video and show customers photos and video of the worn or damaged parts they find, the result is faster ASR approvals. 

We recently demonstrated key features during our 2025 Fixed Ops Focus Series: Service Multimedia Pro webinar. We’re covering some of the tips and highlights from that session here. 

How Service Multimedia Pro Works 

Using the current version of the Xtime Mobile App on an Android or Apple device, a technician can take photos and record video that will be stored on the Xtime cloud server – not on the device. The app lets a technician click on a service within a given RO number to begin adding photos and videos. They have the option to use their camera to take a photo or record video (forward facing or front facing). The technician can also browse already recorded media in a media gallery or record an audio file. 

Some useful camera features include: 

  • An HD button to change resolution.  
  • The ability to click the camera button while recording a video to take still pictures.  
  • Video pausing, so the technician can change locations on the car and pick up the recording from there.  
  • One-hand zooming. 

Here are some recommended best practices for your videos: 

  • Keep the length to 60 seconds or less  
  • Lead with the license plate to catch the customer’s attention  
  • Stay short and concise with the technician’s voiceover 

Powerful Editing Features 

Once a technician has taken photos and videos, there are numerous editing options which are generally handled by the advisor. 

Here are some of the ways to edit and enhance photos: 

  • Crop photos or draw on the image with, for example, a circle or arrow to call attention to what you want the customer to look at. 
  • Add a text box to the image and write a useful label or caption.  
  • Move image elements around and scale them up and down in size. 

Video editing options include: 

  • Disabling background noise 
  • Trimming the video length 
  • Adjusting the sound volume 
  • Rotating the video orientation (horizontal or vertical), as needed.  

The advisor can also review and edit the video subtitles to make sure they match what the tech was saying. 

Once all the edits are complete, the advisor can add up to 10 total photos and videos per ASR. In your dashboard view, there will be a media icon in the service recommendation line that can be clicked to show the pictures and video associated with that ASR.  

Customization Options 

To reinforce dealership branding, dealerships have the option to automatically add a logo to images and videos. Your admin can find the relevant setting in the Xtime Schedule configure portal under Applications and Media. That’s also where you can add an introductory video to send to your customers with every video.  

Now Just Text or Email 

Using the opt-in communication method on file for the customer, the service advisor can send the ASR via text or email and include all high-res multimedia files. This is where it all pays off! Getting a close look at the vehicle’s condition and hearing what the technician has to say speeds up approvals to as fast as 7 minutes.* 

Measuring Performance 

Service Multimedia Pro includes a real-time performance dashboard for management to monitor throughout the day as repair orders move through the shop. Key performance indicators include total ROs, percentage of ROs with videos, number of inspection videos not viewed, hours sold, average RO upsell achieved, and percentage of online quotes sent to customers.  

Dashboard users can filter each column in the report by what you’re looking for and drag to rearrange the columns however you like. This real-time dashboard can be viewed by individual service department or there’s an option to view it at the dealer group level. 

There’s also a month-to-date performance scoring dashboard to show how the advisors and technicians are doing with the process of taking and sharing media. The scores are based on video utilization rate, value of services recommended, and hours sold. You can customize how each activity is weighted to align with your service department’s goals. 

Ready to add Service Multimedia Pro? 

If you’d like to build trust and transparency while generating faster approvals, contact your Performance Manager. Not an Xtime customer yet? Schedule a demo to see how Xtime solutions, including Service Multimedia Pro, can elevate your service experience. 

*Based on median approval time for dealers using Xtime Inspect and Enhanced Multi-Media, August 2023 – July 2024. 

How AI Is Reshaping Automotive: Sales and Strategy to Embrace

Micah Tindor, Senior Director of Strategy at KKBB ICO joins Jade to explore how artificial intelligence (AI) is transforming dealership operations – from inventory acquisition and pricing to CRM follow-up and consumer personalization. Drawing on real-world examples and dealer feedback, Micah shares how AI can help your teams work smarter, respond faster, and close more profitable deals.

Guest Expert:
Micah Tindor
Senior Director of Strategy
Kelley Blue Book Instant Cash Offer

Top Takeaways:

AI adoption starts with culture, not technology – Dealers must first get buy-in from their teams by showing how AI improves efficiency, sales, and customer satisfaction.

Inventory pricing is getting smarter – Tools like AI-adjusted competitive sets and common issue detection help dealers price vehicles more accurately and avoid costly misses.

Predictive personalization drives higher close rates – Cox Automotive’s data ecosystem tailors listings to consumer preferences, improving engagement and conversion by up to 30%.

CRM follow-up is now AI-powered – AI-generated responses help sales teams reply with relevance and speed, reducing missed opportunities and improving customer experience.

Start small, measure impact, and iterate – Micah recommends beginning with CRM automation, tracking results, and expanding adoption gradually to build momentum and success.

Timestamps:

0:00 – 1:18 – Introduction

Jade introduces Micah and explains the importance of the conversation on AI’s role in automotive retail.

1:18 – 3:17 – Culture First: Why AI Adoption Starts with People

Micah explains why team buy-in is essential and how change management can and does impact success.

3:17 – 5:23 – AI in Inventory Acquisition and Pricing

New AI tools can help dealers detect mechanical issues and adjust pricing based on real market data.

5:23 – 7:50 – Predictive Personalization and Consumer Targeting

Micah shares how Cox Automotive data powers smarter listings and advertising to connect with ready-to-buy shoppers.

7:50 – 11:02 – CRM Automation and Real-Time Relevance

Hear how AI-generated messaging helps sales teams respond faster and more accurately, improving close rates.

11:02 – 13:36 – Closing the Loop on Missed Opportunities

Micah and Jade discuss how AI helps dealers avoid common mistakes and improve follow-up quality.

13:36 – 15:12 – Where to Start with AI

Micah recommends beginning with CRM tools and measuring impact before scaling adoption.

15:12 – 16:53 – Final Advice and Closing Remarks

Micah encourages dealers to pilot AI tools, embrace experimentation, and learn from peers.

How AI and Xtime empower service departments keep up with shifting consumer loyalty  

Anya Schlesener, AVP of Operations at Cox Automotive, joins Emma Hancock to discuss rising repair costs and how dealers can leverage technologies, including AI, to address these consumer fears, make the service experience more convenient, and adapt to maintain profitability in these difficult market conditions.  

Key Takeaways 

  • Consumers are shifting their loyalties to prioritize convenience, communication, and transparency in the service experience. 
  • Service technologies can empower dealerships to proactively reach out to consumers and win back their loyalty, while also improving the service scheduling process and overall efficiency of the service experience.  
  • AI is a true efficiency driver for dealership service departments. The combination of cutting-edge AI capabilities and rich consumer data can be a game changer for service departments.  

Turning Clicks into a Close

Hosted by Jade Terreberry, Senior Director of Strategic Planning at Cox Automotive, and featuring Noah Lee, Senior Director of Product Consulting at Cox Automotive, the recent For the Road Forward podcast episode explores how first-party data and AI are reshaping the car-buying journey. Below are a few highlights on how Dealer.com customers can activate these insights to drive more efficient, profitable, and connected experiences.

To watch/listen to the full episode, check it out HERE.  

Dealer.com-Centric Takeaways: 

  1. Click to Close Is a Journey, Not a Moment: Our tools at Cox Automotive can help you track and optimize every micro-interaction—from ad click to final signature—ensuring a seamless path to purchase that reflects how consumers actually shop.  
  1. First-Party Data Is Your Competitive Advantage: Dealer.com empowers you to activate your own data— website behavior, advertising data, and email engagement—to deliver hyper-relevant marketing and follow-up strategies that resonate with today’s car shoppers. 
  1. Omnichannel Expectations Are the New Standard: Consumers expect a frictionless experience across digital and physical touchpoints. Dealer.com’s integrated digital retailing solutions reduce repetitive steps and unify the journey from online to in-store. 
  1. AI-Powered Personalization Drives Results: Dealer.com’s AI capabilities offer real-time insights, predictive recommendations, and automation that enhance both shopper engagement and staff productivity. 
  1. Know Your Blind Spots—And Eliminate Them: Dealer.com’s analytics suite helps you move beyond outdated website and advertising metrics. By tracking every step of the customer’s journey, you gain transparency and actionable insights to improve ROI.