Guides

Attribution, honestly.

You know half your ad budget works. The problem is that your reporting was never built to tell you which half — it was built to fill in a dropdown. Here's why the number in your CRM is wrong, and what tracing a car sale back to its source actually takes.

The short answer: most of what your store sells, you cannot trace. In 2025 Autotrader published a white paper — produced by Perficient using Clarivoy data across roughly 875,000 vehicle sales — that found only about 8% of sales were traceable in the dealer's CRM. The other 92% never submitted an inquiry that became a lead. They researched, compared, decided, and arrived. Your CRM has no origin record for them, because there was never a lead to hang one on.

The same research puts the average buyer's journey at around 62 touchpoints over roughly 95 days in market, against about two that the average dealer tracks — call it 3.5% of the trip. You're grading a two-hour movie off a three-second clip, and then reallocating six figures of ad spend based on what you think you saw.

Worth knowing where that research comes from: Autotrader is a marketplace with its own case to make about multi-touch measurement. The underlying sample is large and the direction is consistent with what every operator already feels — but read the number as what it is, a marketplace-funded study, and hold your own sources to the same standard you'd hold theirs.

What "attribution" actually means — three different questions

Most attribution arguments at a dealership are two people answering different questions. There are three, and they are not interchangeable:

LayerQuestion it answersWhere it usually livesWhat it can't tell you
TrafficWhere did the visit come from?Web analyticsWhether the visit was ever a buyer
LeadWhere did the lead come from?CRM source fieldThe other 60 touches, or the gross
SaleWhat touched the person who signed, and what did it make?Nowhere, in most stores— this is the gap

The gap between the second row and the third is where the money is. A source can produce a pile of leads and no cars. Another can produce a handful that close at twice the rate on twice the gross. On a lead-count report those look identical — or the bad one looks better.

Why the CRM's source field is lying to you

Set aside the sales that never became leads for a moment. Even the ones that did get sourced badly, for three reasons that compound.

Put those together and you get the quiet disaster: you defund the channels that actually work. The awareness spend that started the journey shows zero sales, so it gets cut. Six months later your branded search volume is falling and nobody can explain why.

Last-touch attribution doesn't just measure wrong. It tells you to cut the exact spend that was working.

The walk-in is not sourceless

The most expensive myth in the store is that a walk-in has no source. Nobody wakes up and drives to a dealership at random. That walk-in searched, scrolled, compared, and probably visited your site more than once — you simply didn't capture the moment of contact, so the journey got amputated at the door and stamped "Drive-by." This is the same population as that 92%: buyers who were never a lead, so they were never a source.

The fix isn't a better dropdown. It's capturing the up at the moment it happens — on the floor, at check-in, in seconds — so there's a real record with a real timestamp to reconcile against everything digital you already know. A walk-in captured properly stops being a dead end and becomes the lasttouch in a journey you can finally see end to end. That's the whole argument of the walk-in tracking guide, and it's the highest-leverage hole to close first.

What closed-loop attribution actually requires

"Multi-touch attribution" gets said a lot and delivered rarely. Strip the vendor language and it comes down to four hard requirements:

Miss any one of the four and you're back to storytelling.

An honest caveat: no system resolves every shopper. Some buyers really do arrive with no recoverable trail, and anyone who promises you 100% is selling. The goal isn't perfect attribution — it's moving from 8% traceable to most-of-it traceable, which is more than enough to change where the money goes.

Third-party leads are one slice of this

If you're specifically working out whether CarGurus or AutoTrader is earning its invoice, that's this same machinery pointed at one line item — and there's a full guide on it. The trap is evaluating those platforms with a different, usually more generous, method than everything else: cost-per-lead for the listing sites, gut feel for the rest. Every source, owned and paid, gets measured the same way — cost in, gross out — or the comparison is theatre.

What to do first

You don't need a data science team. In order:

None of this is glamorous — it's plumbing. But it's the plumbing that decides where next quarter's ad budget goes, and right now that decision is being made by a dropdown a busy rep guessed at on a Saturday. If the whole category is new to you, start with what dealer intelligence software actually is.

FAQ

Why are 92% of car sales untraceable? Because those buyers never submitted an inquiry that turned into a lead — so the CRM has no origin record for them at all. It isn't that the source was recorded wrong; there was never a lead to record a source against. (Autotrader/Perficient, 2025, using Clarivoy data across ~875,000 sales: about 8% were CRM-traceable.)

What's the difference between lead attribution and sales attribution? Lead attribution says where a lead came from. Sales attribution says what touched the person who signed and what gross the deal made. They routinely disagree — and only the second one connects spend to money.

Can you attribute a walk-in to a marketing source? Often, if you capture it at the moment it happens rather than reconstructing it later. Logged live with a timestamp, an up can be reconciled against the digital touches already on record. It won't resolve every shopper, but it converts the store's biggest blind spot into something measurable.

Written by the founder of GhostDrive — a dealer principal, in the business since 1999
Attribution

GhostDrive traces the sale, not the click.

Website sessions, ad platforms, third-party leads, phone-ups and walk-ins stitched to one shopper — and followed all the way to the delivered unit and the gross it actually made.