Case Study 1 — The 19-Day SUV: Inventory Management Done Right
A fully worked example of one used car handled correctly from acquisition to sale — every number shown — so you can see exactly how the buy, recon, day-one price, and merchandising combine into a real gross. (All people, the store, and the figures are composites/illustrations, chosen so the math is followable. Values move by market and region.)
The Setup
It's a Tuesday and Yolanda Pierce, the used-car manager at Summit Auto Group, is at the desk with Stockwave open, hunting for inventory. (Yolanda and Summit are composites; Stockwave is a real sourcing tool — treat its description as a snapshot.) Her segment days'-supply report from this morning is screaming one thing:
| Segment | Days' supply | Read |
|---|---|---|
| Compact SUVs | 16 days | Way too thin — buy more |
| Midsize sedans | 42 days | Fine |
| Full-size trucks | 71 days | Slow down |
| Large sedans | 118 days | Stop / dump |
She needs compact SUVs. They sell almost the day they hit her lot, and right now she's losing customers who come in, don't find the right one, and leave. So she's not shopping for "a car" — she's shopping for that specific segment, with a number in her head.
A clean 3-year-old compact SUV comes up on an online auction — 38,000 miles, one owner, clean history, green light (sound, arbitrable), condition grade 3.9. This is exactly what she needs.
Step 1 — The Buy (make your money here)
Yolanda works backwards from the market, the way Chapter 19 taught. Her vAuto data says comparable reconditioned units retail at about $24,500 in her market (and the compact-SUV segment is hot, so they sell fast). She builds her maximum bid:
Retail the market will support $24,500
− Reconditioning estimate (from CR) − $1,200
− Auction fee + transport − $650
− Target real gross − $2,000
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MAXIMUM BID (her ceiling) = $20,650
She wins it at $20,200** plus fee — *under* her ceiling. Right there, before the car is even on a truck, she's protected her gross by being disciplined on the buy. (Had she gotten auction fever and bid $22,000, the same retail price would have left her almost nothing — the market caps the top of the spread, so every dollar overpaid comes straight out of gross.)
Step 2 — Recon (to a standard, fast)
The car arrives in two days. Yolanda's tech inspects it immediately (trust but verify — and the arbitration clock is ticking). It checks out: no undisclosed structural work, CR was honest. Now the recon decisions, each run as ROI:
| Recon item | Cost | Decision | Why |
|---|---|---|---|
| Full detail + safety inspection | $250 | Do | Baseline; non-negotiable |
| Two rear tires (at wear bars) | $340 | Do | Safety/function; kills deals or triggers concessions otherwise |
| Paintless dent removal, one door ding | $140 | Do | Cheap; cleans up the photos and walk-around |
| Repaint hood for minor stone chips | $850 | Skip | Shoppers expect minor chips on a used car; near-zero added value + days in the paint shop |
| Total recon spent | **$730** | | Under the $1,200 estimate |
Recon comes in at $730** — *below* the $1,200 she'd budgeted — and the car is on the line in 3 days,** not stuck in the shop. Time-to-line discipline keeps the car off the front of the aging curve.
Step 3 — Merchandising (the cheapest gross)
Before the car goes live, Yolanda's lot crew does it right:
- 34 photos in the store's shaded photo area: every exterior angle, full interior, dash/gauges, cargo area, engine bay, wheels, infotainment screen, third-row/seat-fold shots, and the heated-seat and safety-feature buttons. One honest shot of a small scuff on the rear bumper they chose not to repaint.
- A complete description: trim and full equipment list, one-owner/clean-history note, 38K miles, recent service, remaining factory powertrain warranty, "minor cosmetic wear noted in photos."
- Live online by day 3 — inside the golden window — on the store's site and the major shopping portals.
Step 4 — Price to Market on Day One
Comparable units average $24,500.** Yolanda prices it at **$23,900 — about 97.6% to market — squarely in the visible band, where sorted-by-price shoppers actually see it, and competitive on a hot, fast-moving segment.
PRICE TO MARKET = ($23,900 ÷ $24,500) × 100 = 97.6%
No "leave room and come down." Day one, market price, fully merchandised.
What Happens
The car is fresh, priced to be seen, and beautifully merchandised in a starved segment. It gets strong online attention within 48 hours. Three shoppers inquire; two come in. It sells on day 19 for **$23,600** (a small, normal bit of negotiation off the $23,900 ask).
The Real Gross (every number)
| Line item | Amount |
|---|---|
| Retail selling price | $23,600 |
| Wholesale cost (auction) | − $20,200 |
| Auction fee + transport | − $650 |
| Reconditioning | − $730 |
| Holding cost (19 days × ≈$28/day) | − $532 | |
| Real gross profit | = $1,488 |
A clean $1,488** of real gross — slightly under her $2,000 target because the market negotiated her down a bit and she chose speed, but a solid, fast, honest win. And the freed cash went straight back into buying the next compact SUV her numbers demanded.
Analysis — Why This Worked
- She made her money on the buy. Disciplined ceiling, bought under it. Everything downstream had room because the buy left room.
- Recon to a standard, fast. $730 instead of $1,580 (if she'd repainted), and on the line in 3 days instead of 12. Every skipped vanity dollar and every saved day stayed in the gross.
- Merchandised like the car sells online first. 34 honest photos + a full description = the car got clicked and chosen, not buried. The honest-flaw photo pre-qualified buyers.
- Priced to market on day one. 97.6% put it in the visible band immediately, in the golden window, in a hot segment. It never aged.
- Stocked to the market. She bought the segment her data demanded (16-day supply), so demand was waiting. The right car, in the right segment, priced and presented right, sells itself.
This is the "run well" column from §34.7 made concrete. Compare it to the same kind of car run poorly (Case Study 2). The difference isn't luck or salesmanship — it's inventory management.
Discussion Questions
- Yolanda's real gross ($1,488) came in *under* her $2,000 target. Did she do something wrong, or is this a good outcome? Defend your answer using turn and the hot-segment context.
- She skipped the $850 hood repaint. A colleague says, "For $850 you could've asked $400 more and made it back." Is the colleague right? Run the logic (don't forget the days in the paint shop and what shoppers actually pay for).
- What would have happened to this exact car if Yolanda had (a) priced it at $25,500 to "leave room," and (b) shot only 6 photos? Walk it forward week by week.
- How did stocking the right segment (not just pricing/merchandising one car) contribute to the 19-day sale? Could the same car have aged in a different segment context?
- Trace the money: after this car sold, what did the $20,200+ in freed cash do for the store, and how does that connect to turn?
Your Turn (mini-task)
Take a clean used car you can find listed online in a segment you know. Reverse-engineer Yolanda's process: (a) estimate the market retail and build a maximum-bid ceiling backwards (retail − recon − fees − target gross); (b) list the recon you'd do vs. skip with one-line ROI reasoning; (c) score its actual online listing on photos and description and note what you'd change; (d) compute its price-to-market vs. the segment average and say whether it's in the visible band. One page. You've just done a used-car manager's core daily work on a real car.