Which Units to Post for Cash-Down and Refund Buyers
Weight the board toward the cheaper half of your inventory, and do it before the money arrives rather than after. Across 802 units sold through autobook.io, the under-$10,000 band sold at a median of 13.4 days with 78% gone inside a month — the fastest of any band we measured. This is a listing decision, not a deal-structure one, and the two get confused constantly.
Search for advice on selling to credit-challenged buyers and you get WardsAuto, Credit Acceptance and a row of subprime lead vendors. Their subject is deal structure: pre-qualify before vehicle selection, determine the structure first, do not land them on too much car.
All of that is a desk and finance-office job. A rep does not structure the deal. What a rep decides is which units are visible, and nobody has written that half.
The one thing this article will not do
It will not discuss terms, payments or down payments, and neither should your listings.
That is partly a compliance line — advertising specific credit terms triggers disclosure requirements under the Truth in Lending Act's advertising rules, and a Marketplace listing is advertising. It is also practical: you cannot know what any individual buyer will qualify for, so a number in a listing is a promise you may not be able to keep, in front of an audience that will hold you to it.
Price and vehicle. Every time. The rest of the conversation belongs to people whose job it is.
What the data says about the cheap end
This is the part nobody else can print. Splitting 802 sold units by asking price, on sale timestamps taken from the sale event itself:
| Price band | Units | Median days to sell | Sold within 30 days |
|---|---|---|---|
| Under $10,000 | 50 | 13.4 | 78.0% |
| $10,000–20,000 | 151 | 16.2 | 69.5% |
| $20,000–30,000 | 194 | 18.5 | 59.8% |
| $30,000 and up | 406 | 18.9 | 64.8% |
Two honest caveats before anyone builds a strategy on this. The under-$10,000 band is only 50 units, which is a real number but a small one. And the 30-day column is not clean — the $30,000-plus band beats the $20,000–30,000 band, which it should not if price alone were driving this. The clock also starts at each unit's most recent post, so every figure is a floor.
What survives all that: the cheap end moves faster and it moves more reliably inside a month. 78% inside 30 days against roughly 60–65% everywhere else is the widest gap in the table.
Why the board should be weighted before February
The refund calendar is fixed by statute, not by the market. The IRS holds refunds on returns claiming the Earned Income Credit until mid-February by law, which pushes the money into late February and March — and March is the strongest month of the year for auto retail, running about 8% above the annual trend.
Set that against a median of at least 18 days from post to sale and the sequencing does itself. A unit posted in mid-January is a March deal that has already been in front of buyers for six weeks by the time the money lands. A unit posted on 1 March is competing with everyone else who waited.
The eight-week version of this is in the tax refund season playbook.
What "the cheaper half" actually means
Not the worst units on the lot. This is where the instruction gets misread.
A buyer arriving with a lump sum is making a consequential purchase with money they will not see again for a year. They are not less discerning than a $40,000 buyer — frequently more, because the downside of getting it wrong is larger.
So the units to make visible are the ones where the honest story is good at the price:
- Recent service, documented. The single most persuasive thing you can show at this end.
- Tyres with real tread. A visible, immediate cost that a buyer with no cushion is doing arithmetic about.
- Clean, boring, reliable. Nameplates with a reputation do disproportionate work here.
- Anything where the flaw is cosmetic and photographed. A scuffed bumper priced accordingly converts well. A mechanical unknown does not.
The units to leave off are the ones you would have to talk around. That is not a compliance point, it is a throughput one — every unit whose problems live in the conversation costs you the forty minutes a day you have.
What the fast band actually contains
The under-$10,000 band selling at a median of 13.4 days is the headline, and it is worth being careful about what it does and does not mean.
It does not mean cheap cars are easy. It means that at any given moment there are more buyers shopping under $10,000 than there are units they want, in most markets, most of the time. That is a supply and demand statement rather than a quality one, and it flips in markets where the cheap end is flooded.
It also does not mean the units in that band were bad. A 50-unit sample skews toward whatever those particular stores were stocking, and stores that do well at the cheap end tend to be deliberate about it — they buy for that band on purpose rather than ending up there.
The practical read: if your store carries genuine sub-$10,000 inventory, those units are your fastest movers on this channel and should be permanently visible rather than posted when you remember. If your store does not carry that band at all, the finding tells you nothing actionable and the $10,000–20,000 row at 16.2 days is your real benchmark.
The three mistakes at this end
Posting the units you want gone rather than the units that sell. These are not the same list and the overlap is smaller than it feels. An aged unit is aged for a reason, and putting it in front of a buyer who is being careful with a once-a-year sum rarely fixes that reason.
Treating the buyer as less discerning. The opposite is true. Somebody spending a refund is spending money that is not replaceable this year, and they research harder, ask more questions and walk away faster than a buyer financing at the top of the market.
Letting the board go stale in March. The busiest month is the one where reps stop maintaining listings because they are busy selling. Units that sold stay live and buyers message about cars that are gone; replacements never go up. A board built over eight weeks degrades in two.
The mechanical things matter more at this end
Because more people are shopping the same bands at the same time, and because the buyer is filtering harder.
The price has to be real. Roughly one imported unit in forty-five arrives from a dealership website with a hidden-price placeholder instead of a number. A $1 listing lands in the wrong filter band and reads as a scam. In March that is a wasted listing.
The band matters more than the number. Buyers cap at round figures, and a unit at $10,300 is invisible to everyone capped at $10,000. At the cheap end those ceilings are closer together and the tiers are denser, so a few hundred dollars moves you across a boundary more often. The mechanics are in how to price a car for Marketplace.
Photos at the cap. Facebook allows 20 and more than half of dealer units arrive at 20. A buyer stretching for a unit wants to see the tyres, the seats and the engine bay before they spend a Saturday on it.
What this does not solve
Listing selection changes who arrives. It does not change what happens after.
Whether any given buyer gets approved, on what, and with what structure is decided by the desk, the finance office and the lender. A rep weighting their board correctly will meet more people whose budget matches the inventory, which is the entire contribution. Everything downstream is somebody else's expertise and this page is not going to pretend otherwise.
It also does not change the volume ceiling. Posting more units than you can answer is worse than posting fewer, and forty minutes a day is the realistic ceiling on conversation.
Where autobook.io fits, and where it doesn't
Selection and visibility. Import pulls the inventory off the dealership website, you choose which units to post rather than posting everything, and the extension posts through your own Chrome session. Import is 2 credits a unit and posting 1, so weighting a board toward forty cheaper units is a planning number rather than a mystery.
What it does not do: no financing anything. No credit pre-qualification, no lender integration, no payment calculator, no deal structuring, no DMS connection of any kind. There is also no inbox, so every buyer conversation described above happens in Messenger, worked by you.
The price it imports is whatever the website published, which is exactly why the 2.2% with a placeholder need a human before they post.
Frequently asked questions
What cars sell best to buyers with a lump sum?
The cheaper half of your inventory, weighted toward units with documented service, real tyre tread and no unexplained mechanical history. In our data the under-$10,000 band sold at a median of 13.4 days with 78% inside a month.
Do cheap cars sell faster on Marketplace?
Somewhat. The median rises with price across every band, though the whole spread is only about five and a half days. The clearer signal is the 30-day share, where the cheap end is well ahead.
Should I put payment information in a Marketplace listing?
No. Advertising credit terms triggers disclosure requirements, and you cannot know what an individual buyer qualifies for. Price and vehicle only.
When should I change what's on the board for refund season?
January. Refunds are held to mid-February by law and the median unit takes at least 18 days from post to sale, so March deals are January listings.
Does this mean listing the worst cars on the lot?
No — the opposite. This buyer is spending money they will not see again for a year and screens harder, not less.
Can autobook.io tell me who will get approved?
No. There is no financing, credit or lender functionality of any kind. It imports, describes and posts inventory; the deal is the store's job.