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Inventory Pages Are Often Underutilized

What is the score? like one of these cars has a 94/100. Is that for this YMM, or this individual VIN? What goes into a score? Why is this Bronco Sport a 94/100? Is it a particular amazing example of a bronco sport?

I like high scores don't get me wrong. I just don't know what it's telling me. Other than 94/100 being "excellent" in the key below the score.

And I know you can click on it to get a breakdown, but a new car having a 10/10 accident / ownership / maintenance / mileage just seems regular rather than noteworthy.

DEAL AI videos from your VDP; paste a URL, get a finished video. Try it on your own inventory.

This one helped a lot, what I kept tuning for is that "commercial" like quality, but in the process lost out on authenticity. In my software, there are a variety of settings and knobs to tune a video and I just added two good ones, an authenticity flag and some placement options which tunes the narration to the audience such as a lounge video, VDP video, a link coming from a sales rep, etc. What do you think of these?

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Dude! The reflection of the guy taking the video :bow:

Promoted Article Bumper | Data Driven Decisions - A DealerRefresh Sponsor

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See the entire dealership. Not just pieces of it.​

Most dealerships today are not lacking data and effort. They are lacking clarity and direction.

Every department is producing information, but it lives in different systems, is interpreted in different ways, and is often reviewed too late to influence outcomes. Sales, service, parts, and accounting all operate with partial visibility, and leadership is left trying to reconcile the full picture after the fact.

That delay is where performance is lost.

Vicimus built the Bumper Ecosystem to solve that problem directly. Not by adding other tools, but by creating a connected system that improves how dealerships generate traffic, measure performance, and make decisions across the entire operation.

The Intelligence Layer: Bumper BI​

At the center of the Bumper Ecosystem is Bumper BI.

Bumper BI is the Standard in Automotive Business Intelligence. It is designed to give leadership immediate clarity on how the dealership is performing, where issues are developing, and what is driving results across every department.

Instead of waiting for month-end financials, leadership can see how profit is evolving throughout the month, understand what is contributing to it, and take action while there is still time to change the outcome.

This includes:
  • A unified view of Sales, Fixed Ops, Parts, F&I, and Accounting
  • The ability to move from high-level KPIs to transaction-level detail in seconds
  • Clear identification of margin compression, performance gaps, and emerging trends
  • Standardized reporting across rooftops, regardless of DMS
For most dealerships, financial understanding is retrospective. By the time the numbers are finalized, the opportunity to influence them has already passed.

Bumper BI shifts that forward. It allows operators to manage performance while it is happening, not after it is already decided.

That shift alone changes how decisions are made at the executive level.

The Execution Layer: How Performance Is Created​

Visibility without execution does not improve a dealership. It only describes it.

Here’s how the broader Bumper Ecosystem generates measurable activity and links it back to real dealership performance.

Bumper Events​

Bumper Events is the primary driver of dealership traffic and engagement.

These are structured, high-conversion sales and community events designed to generate appointments, increase showroom activity, and create measurable lift across departments. What makes them effective is not just the concept of events, but the level of coordination between marketing, in-store execution, and follow-up.

Dealerships are not left guessing whether an initiative worked. They can see the direct impact.

Bumper Websites (Glovebox)​

Dealership websites are often treated as digital brochures. In practice, they are one of the most important conversion points in the entire operation.

Bumper Websites are built to support performance, not just presentation. They are designed to convert traffic generated from campaigns and events into real opportunities, with a focus on speed, clarity, and user experience that aligns with how customers actually shop.

Bumper Ads​

Marketing without alignment to dealership activity is inefficient.

Bumper Ads are structured to support specific initiatives, particularly events and high-impact campaigns, rather than running as disconnected, always-on spend. This creates tighter feedback loops between marketing investment and dealership performance.

Bumper Lifecycle (Retention)​

Most dealerships underutilize the customers they have already acquired.

Bumper Lifecycle focuses on extending the value of each customer by driving retention across service and future vehicle purchases. This ensures that the impact of a sale or event does not end at delivery, but continues to generate revenue over time.

Bumper Finance​

F&I performance is one of the most important contributors to dealership profitability, yet it is often difficult to measure consistently.
Bumper Finance introduces greater structure and visibility into this area, allowing leadership to better understand performance trends and identify opportunities for improvement.

Why This Approach Works​

The typical dealership technology stack is fragmented. Each system performs a specific function, but very few are designed to work together in a way that gives leadership a clear, unified view of the business.

That fragmentation leads to delayed decisions, inconsistent reporting, and missed opportunities.

By combining an intelligence layer (Bumper BI) with an execution layer (the broader Bumper ecosystem), dealerships are able to both generate performance and understand it in real time.

This creates:
  • A single, consistent view of the business
  • Faster and more confident decision-making
  • Greater accountability across departments
  • Measurable connection between activity and results

How Dealerships Are Using This Today​

Across both single-point stores and larger dealer groups, the impact tends to be consistent.

Leadership teams gain earlier visibility into performance trends. Controllers reduce time spent on manual reporting and reconciliation. General Managers are able to identify and address issues before month-end. Fixed operations becomes more clearly tied to overall dealership profitability.

Most importantly, decisions are made with context, not assumptions.

If You Want to See It in Practice​

The easiest way to understand the difference is to see it directly.

Book a Demo: Bumper BI - Vicimus
Learn More: Why Vicimus - Vicimus
Website: Home - Vicimus
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AI Phone Skills Training?

Did you end up trying it? What was your experience, if you did?
It is a good system but is best managed at the store level. I'm trying to hand-off the Phone system (the PBX) to our IT teams and the Dashboard/Tracking to the store level. At that time, there wasn't enough attention at the store level to continue the training tools, and the set-ups, so I cancelled.

Is DriveCentric just running away from the pack at this point?

We switched from Vinsolutions to DriveCentric at the end of May, so 9 days into June solely on Drive Centric. Drive seems awesome but the solds are not matching. All the different places you look the sold counts are different. Coming from Vinsolutions i do i transition my brain or thinking to see how many vehicles we have sold?

Seems to me in Drive the solds are actually pending, and delivered is from DMS/Tekion, so you add those two numbers together to get your total sold.
Think of it as "Sold" were marked by the store and "Delivered" were marked by the DMS. I believe the Delivered numbers, which also factor the close rate calculations in Drive. "Sold" status is just the purgatory stage and should be reviewed each month. Sometimes you'll see a Sold customer that never got matched to a DMS Deal because buyer primary changed, and there is a "duplicate" Deal out there on the same VIN. Sometimes a manager will just click "Add Deal" instead of taking the time to correct a Sold record so that it reconciles the DMS matched record on its own. Just don't let it build up with unsold, unwound, system duplicates, etc. Train your stores now to use the correct Pending, Ordered, Locate or actual Sold sub status in the Sold dropdowns (if you launched with sub statuses). Otherwise a Sold status should only show that way until everything is Booked/Contracted in accounting. You may need to make sure your Delivered dates pull from the Contract Date and not the date that accounting finalized the Deal in the DMS. Otherwise your month-end cut-off will be off.
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Best stocks in the automotive industry

I was interviewed for a world wide marketplace newsletter for my take on $CVNA's transition to buying New Car Franchises and selling new cars.

Part 1: https://claude.ai/public/artifacts/ed1bc10a-05e7-4dbf-8ec5-97b3f04ae4a4
Part 2: Carvana Strategic Study: Banking Model & Market Analysis

My stock trading take. CVNA in the $60's now, should be an easy double from here when they announce the rollout and the analysts start extrapolating :)

p.s. Its a highly strategic view of automotive retailing, there are some gems in there :cool:

REVIEW Community Review: Better Vantage Point

Community Review: Better Vantage Point — Dealer Compliance & Risk Mitigation Consulting

Overview
Better Vantage Point, founded by Tom Kline, is a compliance and risk mitigation consulting firm built specifically for automotive retailers. With FTC enforcement activity ramping up and the CARS Rule (Combating Auto Retail Scams) creating waves across the industry, Kline has emerged as one of the more prominent voices helping dealerships understand their exposure and get their houses in order. His background as a third-generation dealership veteran with 30+ years of experience gives him a perspective that's grounded in the real world of retail automotive — not just regulatory theory.

What Dealers Are Saying — The Pros

  • Deep, credible experience: Kline's three generations of dealership DNA come through in how he frames compliance challenges. This isn't a lawyer or a consultant who read about the car business — he lived it.
  • Community-endorsed: Alex Snyder of DealerRefresh put his name behind Kline as a sponsored demo resource, which carries real weight in this community. That kind of endorsement doesn't happen casually.
  • Timely focus: With the FTC's CARS Rule creating genuine anxiety across the retail auto space, having a specialist who has already dissected the rule and its implications is genuinely useful — especially with enforcement deadlines looming.
  • Broad scope: Better Vantage Point covers compliance, risk transfer, and dispute resolution together, rather than siloing issues that are often interconnected in practice.

Concerns & Honest Pushback

  • Is the urgency overstated? Some community members argue that the FTC's decision not to appeal the court stay on the CARS Rule signals enforcement uncertainty, raising questions about how urgently dealers need to act.
  • Market self-correction argument: A vocal segment of the community believes the deceptive practices the CARS Rule targets — many of which flourished during Covid-era inventory scarcity — are already being corrected by market forces, making regulatory compliance consulting feel less critical to them.
  • Adoption gap: Even where the need is clear, discussion threads suggest many dealers and their technology vendors remain unprepared, meaning the resources exist but the uptake is slow.

Notable Mentions

DealerRefresh hosted a dedicated webcast with Tom Kline to break down the CARS Rule ahead of its July enforcement deadline — a strong signal from the community's own platform about his standing as a subject matter expert.

The webcast thread itself became a microcosm of the broader industry debate: dealers who already operate transparently felt the rule was largely irrelevant to them, while others were genuinely uncertain about what full compliance requires. Kline's presence in that conversation helped anchor it with practical guidance rather than pure speculation.

Alex Snyder's personal endorsement of Kline for a sponsored demo slot is also worth calling out — that format on DealerRefresh is reserved for vendors and consultants the editorial team believes will add real value to the community.

Overall Verdict

If your dealership is taking FTC compliance seriously — and given current regulatory momentum, it probably should be — Better Vantage Point is one of the more credible and community-validated resources available. Tom Kline's dealership roots, combined with his focused expertise in compliance and risk mitigation, make him a legitimate option for dealers who want guidance from someone who understands both sides of the equation. The community debate around the necessity of his services reflects broader industry uncertainty about regulation, not doubts about his capabilities.

Website: Auto Dealer Compliance Risk Mitigation | Better Vantage Point

DEAL AI videos from your VDP; paste a URL, get a finished video. Try it on your own inventory.

This is all a brand, culture, and customer experience challenge. No amount of AI automation will solve the authenticity gap that every dealer has with their customers. Change my mind…

Create UX's that help your shoppers be smarter. Shopper's goal are:
1. to make better decisions in their self-interest (right brain)
2. to motivate the emotions of want (left brain)

THIS IS THE UI BRIDGE* to help cross the authenticity gap.


*under construction at my lab.
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Fav AI Prompts, tricks and tools

Post 2 of 2 Copy all of the text below (& save it for future use :)

<prompt_audit_protocol>
# Senior Engineer Prompt Audit

## PURPOSE
You are a Senior Prompt Engineer. Your job is to audit prompts pasted by the user.
Look for logic gaps, undefined variables, and structural fragility that causes AI drift.
Be direct, ruthless on logic, and constructive.

## ACTIVATION
This protocol activates immediately when a user pastes a prompt or requests an audit.

## RULES
1. Diagnose the issues first. Do not rewrite the prompt until requested.
2. Use plain business English. Avoid system jargon.
3. Call out implicit assumptions the writer made but did not explicitly define.
4. Check for clear boundaries. If the prompt leaves room for tangents, flag it as a drift risk.
5. Ensure there is exactly one clear success state.

## OUTPUT FORMAT
Provide your audit using this exact structure.

### 1. OVERALL VERDICT
[State one of: SOLID, FRAGILE, or BROKEN. Explain why in one short sentence.]

### 2. FATAL FLAWS
[List items that will cause the prompt to fail, conflict, or hallucinate. If none, write "None."]

### 3. DRIFT RISKS
[List areas where the AI is likely to wander off task or provide inconsistent output.]

### 4. MISSING INPUTS
[List any variables, context, or data sources the prompt assumes but does not explicitly define.]

---
Reply with one of these letters:
y = Generate the corrected prompt in a single code block.
? = Explain a specific flaw in more detail.
x = Start over.
</prompt_audit_protocol>

Fav AI Prompts, tricks and tools

So, you wrote a prompt but it sucks wind? I created a prompt that audits an existing prompt.

Post 1 of 2:

What the Senior Engineer Audit Can Do for You​

This audit tool acts as a ruthless quality-control gate for your AI prompts. Before you deploy a prompt into a live workflow, this protocol stress-tests it to ensure it won't break under pressure.

It is designed to:
  • Kill AI Drift: Identify open-ended instructions and "chatty" logic that cause the AI to wander off-task.
  • Catch Silent Failures: Surface hidden assumptions and missing variables before they ruin your output.
  • Force One Success State: Ensure your prompt drives toward a single, unambiguous result.
  • Accelerate Deployment: Move you from a rough draft to a bulletproof, production-ready prompt in one interaction.

How to Use It​

  1. Install: Copy the entire XML block below and paste it into a new chat with Claude (or any LLM).
  2. Feed: Paste the draft prompt you want to review immediately beneath the block and hit enter.
  3. Review: Read the diagnostic report. It will categorize your prompt as SOLID, FRAGILE, or BROKEN, and list the fatal flaws.
  4. Execute: Use the one-letter menu at the bottom of the audit to take action:
    • Type y to have the AI completely rewrite your prompt into a clean, ready-to-copy code block that fixes all identified issues.
    • Type ? if you want the AI to explain a specific flaw before changing anything.

DealerRefresh Roadmap - taking requests

Not an original idea but damn do i miss going to drivingSales and seeing who's in the game when I need ___________ or someone visits NADA or Digital Dealer and now we need ALL NEW ____________.

It was nice to be able to pump the brakes, find a handful of options, short list a pack of demos and get a feel before calling or really knowing much of anything except for a bit of reputation.
You gave me an idea. It is already in the works.

I am building a solutions library that grows as more posts are made on DealerRefresh. It is being seeded with over 1,000 solutions/vendors. The cool part is that it will be a library for our internal operations while also serving as a library for dealers to come into DealerRefresh and say, "I am looking for a new website provider" or "I have a CSI problem."

You will get a list of ideas based on forum content and some generalized AI searches. It is wholly tuned to solutions for car dealers, so it will be highly relevant.

There are many other legs for this library that will come out over time.

Thanks Mitch!

AI = Awesome Intelligence

This is wild! We were using Fable 5 like crazy. It wasn't giving us anything more than we were getting from Sonnet or Opus, but it was giving us results more quickly... at the cost of more tokens.

Of course, we're just building software for the car business.

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AI = Awesome Intelligence

US govt shutting down Claude Fable to all is proof that:
  1. The US Govt has seen Mythos.
  2. They know that Fable is the stepping stone to Mythos (AGI)
  3. Trump strong arming Anthropic, The US Govt wants Mythos to itself.
  4. Mythos (& all AGI) represents an existential threat to the SOTU and world order as we know it.
  5. Proof? Anthropic provided the top financial institutions time to prepare for a Mythos release (google Project Glasswing)

DealerRefresh Roadmap - taking requests

Not an original idea but damn do i miss going to drivingSales and seeing who's in the game when I need ___________ or someone visits NADA or Digital Dealer and now we need ALL NEW ____________.

It was nice to be able to pump the brakes, find a handful of options, short list a pack of demos and get a feel before calling or really knowing much of anything except for a bit of reputation.
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DealerRefresh Roadmap - taking requests

Happy to catch up anytime but it should be fairly easy to get Claude (or similar) to monitor the forums and look at profiles that typically add value to the context of a conversation… send an alert to get them engaged etc. likely some fine tuning work but should be fairly low lift.
Ah. I gotcha now.

My personal challenge has always been: if you build it with AI, how can you build it so that it doesn't need AI to exist later?

We have a few small features that cannot live without AI now (Thread summaries and Weekly summation on the home page), but this one is going to give me a challenge to see if it can live without AI... if it weren't Friday night, I'd have a better thought on this front.
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