Inventory data from national trackers shows a handful of new models leaving lots almost as fast as they arrive. The measure used is market day supply, the number of days it would take to sell every unit on hand at the current pace. Here are ten vehicles that show how thin the shelves have become, most of them from Toyota and Lexus.
1. Toyota Corolla: Nine Days And Gone
CarEdge September ranking put the Corolla at just 9 days of supply nationally, the quickest turnover of any new car in the September 2026 listing. Market day supply measures how long current inventory would last at the present rate of sales, so a single-digit figure means lots are close to empty.
A buyer who wants a specific trim or color may have to accept whatever arrives next. Discounts are unlikely on a car that turns over this quickly, and waiting a few weeks can mean a different selection entirely.
2. Toyota Prius: Hybrid Tops The August List
The 2026 Prius led Drive Match’s fastest-selling list for August 2026 with 14 days of supply, ahead of every other new model on that ranking. The figure is higher than the Corolla’s September number from a different tracker, but it still means the whole national stock would sell out in about two weeks.
Shoppers set on the hybrid should expect to compare dealers across a wide area and be ready to put down a deposit. Waiting for incentives is a gamble when supply is this tight.
3. Toyota Camry: Camry Moves In Under Three Weeks
The 2026 Camry stood at 17 days of supply in September 2026, seventh on CarEdge’s September data. At that pace, every Camry sitting on a dealer lot nationwide would be sold in a little over two weeks, leaving little cushion for a bad delivery month.
Midsize sedan shoppers who once expected a dozen cars to choose from may find only a few. Booking a build slot or accepting a nearby dealer’s trim is often quicker than holding out for an exact configuration.
4. Honda Civic: Civic Holds Steady At 19 Days
The 2026 Honda Civic sat at 19 days of supply in September 2026, eighth in a September fastest-selling ranking. That is slower than the Toyota compacts above it but still well under the month-plus cushion that was once typical for new cars.
Honda is the lone non-Toyota-family name in this stretch of the list, which suggests compact demand is broad rather than tied to one brand. Buyers may still find modest room on price at slower trims, though popular ones tend to move fast.
5. Toyota RAV4: RAV4 Ties The Civic
The 2026 RAV4 registered 19 days of supply in September 2026, tenth on CarEdge’s top-ten table. It is the only crossover in that top ten, and it matches the Civic’s figure despite being a much larger vehicle.
Compact SUV buyers face the same tight stock that sedan shoppers see, and popular hybrid versions are likely to be scarcer than base gasoline models. Pre-ordering or setting search alerts across several dealers is the practical approach. Availability may vary by trim, and hybrid versions are the likeliest to be hard to find, so flexibility on powertrain can shorten the search considerably.
6. Lexus GX: Luxury SUV With 21 Days
The 2026 Lexus GX had 21 days of supply in August 2026, eighth on Drive Match’s August report. A body-on-frame luxury SUV with that little stock suggests strong demand at a price well above the mainstream models around it.
Buyers should not count on a negotiated discount with a lot this thin. Adding options through the dealer or accepting a nearby unit may be the fastest path to an actual delivery. Shoppers hoping to trade in a current vehicle should still have it appraised elsewhere first, because dealers with fast turnover rarely bid up trade values to win a sale.
7. Toyota Sienna: Minivan Supply Runs Short
The Toyota Sienna minivan had 21 days of supply in August 2026, twelfth on Drive Match’s August ranking. Every Sienna is a hybrid, and the ranking places it alongside luxury SUVs in how quickly stock clears.
Families needing three rows and sliding doors have few alternatives that are also fuel-efficient, which adds pressure. Expect little wiggle room on price and a limited choice of colors at most dealers. Buyers who need the space should ask several dealers about incoming allocations, since a unit already on a truck may be cheaper to secure than one not yet built.
8. Toyota Grand Highlander: Three-Row Hybrid Demand
The three-row Grand Highlander had 21 days of supply in August 2026, ninth on Drive Match’s fastest-selling cars list. That puts a large family SUV among the fastest-moving vehicles in the country, sharing a supply figure with the Sienna and Lexus GX.
Buyers weighing it against smaller SUVs should expect to wait or travel for the right trim. Dealers with stock have little reason to discount. Anyone cross-shopping should compare out-the-door prices at more than one dealer, because markups above sticker are more common when stock is scarce.
9. Lexus ES: Lexus Sedan Still Scarce
The Lexus ES sedan had only 23 days of supply in CarEdge’s March 2026 analysis for March 2026. That analysis found that nine of the ten fastest-selling cars were Toyota or Lexus models, so the ES is part of a broader brand pattern.
The figure is from March 2026 and may have shifted since, so buyers should check current local inventory. Lexus shoppers who find a matching car are often better off acting quickly than waiting for a price cut.
10. Mercedes-Benz G-Class: Even A Six-Figure G-Class
Even the six-figure Mercedes-Benz G-Class had just 35 days of supply in March 2026, according to CarEdge’s slowest and fastest comparison. Drive Match’s August 2026 report put the G-Class lower still, at 22 days, thirteenth on that list.
Scarcity at this price suggests buyers with cash are competing for very few vehicles, leaving little chance of a discount. Anyone considering one should expect allocations and waiting lists rather than a lot full of choices. Data trackers count days of supply differently, so the two months are not a strict trend, but both show a vehicle that clears lots quickly despite the price.
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