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Luxury EV Inventory Is Piling Up – and It’s the OEMs Who Need to Act

Electric vehicles in the US still aren’t moving the way OEMs would like. Everyone can see it. But the real question isn’t what dealers are doing – it’s what the OEMs are doing about it.

When a Kia EV sits on a lot, the OEM steps in: incentives kick up, effective prices drop, and the car moves faster. When a BMW EV sits on a lot, the OEM largely holds the line. But the newest data has a twist: the widest proportional pile-up in the whole market right now belongs to GMC, and Volkswagen’s EVs sit longer, in absolute days, than any luxury nameplate.

There’s a third story too: hybrids. They’ve gotten faster to move over the past several months – the opposite of what EVs have done.

The headline numbers

SegmentICE Days on Site (DOS)EV Days on Site (DOS)DOS GapICE OEM Incentive (% real MSRP)EV OEM Incentive (% real MSRP)
Luxury78 days102 days+30%1.0%1.7%
Mass-market72 days116 days+60%4.0%8.5%
Hybrid90 daysN/A+23%*1.8%N/A

*Hybrid gap measured against the blended ICE average (73 days), since hybrids aren’t confined to one price tier.

The surprise: mass-market EVs are now sitting proportionally longer versus their own ICE lineups (+60%) than luxury EVs are (+30%) – and it’s not for lack of incentive. Mass-market OEMs are spending 8.5% of real MSRP on EV incentives, roughly five times luxury’s 1.7%, and still carrying the bigger relative gap. Luxury EVs remain slower in absolute terms (102 days), but luxury is no longer the segment with the worse relative problem.

Hybrids, meanwhile, have quietly gotten better: DOS is down to 90 days, and incentive spend remains the lowest of any category at 1.8%.

It gets sharper – and less predictable – by brand

The “four luxury brands running the same playbook” story doesn’t survive brand-level data anymore. Sorted by DOS gap versus each brand’s own ICE lineup:

Luxury:

  • Cadillac: +76% (128 vs. 73 days) – widest in the segment, on modest incentive (1.5% EV vs. 1.0% ICE)
  • Porsche: +51% (120 vs. 80 days), incentive near zero on both fuel types
  • Lexus: +30% (45 vs. 35 days) – fastest absolute EV in luxury, but incentivizing EVs (3.4%) well above ICE
  • Genesis: +26% (128 vs. 102 days), still the biggest incentive split (6.0% EV vs. 0.8% ICE)
  • BMW: +12% (88 vs. 78 days), incentive flat near zero
  • Audi: +5% (110 vs. 105 days), incentive now similar across fuel types (5.4% vs. 4.3%)
  • Volvo: -2% (122 vs. 124 days) – EVs edge out ICE
  • Mercedes: -8% (81 vs. 88 days) – the one luxury brand where EVs are clearly outselling ICE

Half the segment (BMW, Audi, Volvo, Mercedes) now shows a narrow or negative gap. Cadillac and Porsche are carrying what’s left of the “luxury EV problem.”

Mass-market:

  • GMC: +159% (203 vs. 78 days) – the widest gap of any brand in the entire dataset, without heavy incentive behind it
  • Volkswagen: +124% (226 vs. 101 days) – the longest absolute EV DOS in the data, and the heaviest incentive (14.3%)
  • Honda: +108% (105 vs. 51 days)
  • Chevrolet: +85% (130 vs. 70 days), incentive 12.8%
  • Ford: +81% (188 vs. 104 days), incentive 9.8%
  • Toyota: +74% (57 vs. 33 days) – fast in absolute terms, but far behind its own ICE pace
  • Kia: +26% (94 vs. 75 days), incentive 12.6%
  • Nissan: +18% (110 vs. 93 days), incentive 4.3% (small sample)
  • Hyundai: +16% (112 vs. 97 days), incentive 8.4%
  • Subaru: -38% (44 vs. 72 days) – EVs moving well ahead of ICE

GMC, Volkswagen, and Honda – not any luxury brand – have the widest gaps in the market, and none of them are leaning on unusually heavy incentive to get there. (A few far lower-volume nameplates show even bigger ratios, but on samples too thin to trust.)

So what’s actually going on here

A year ago the story was simple: luxury protects price, mass-market spends to clear inventory, and luxury carries the bigger relative problem because it has more brand equity to protect. That framing doesn’t fit this window. Mass-market’s gap is now double luxury’s, despite far heavier incentive spend.

GMC, Volkswagen, and Honda illustrate why. None were part of the original luxury-vs-mass-market story, and none are spending dramatically more to move EVs than the rest of the field – the gap looks more like a demand or model-mix problem than a pricing choice. Chevrolet and Ford are already incentivizing into double digits and still sitting on 130+ and nearly 190 days of inventory respectively.

Luxury hasn’t solved its problem either – it’s just smaller and more concentrated now, mostly in Cadillac and Porsche. Mercedes and Volvo no longer show an EV slowdown by this measure at all.

Hybrids remain the one place OEMs don’t need to pay up: DOS improved to 90 days without any increase in incentive spend.

We can’t read OEM intent from transaction data, and this window looks meaningfully different from the one before it. That volatility – not a single stable posture by segment – is probably the real takeaway.

Why this matters, and to whom

For dealers and dealer groups

The longest EV aging right now sits with GMC, Volkswagen, Ford, and Chevrolet – not the luxury brands the old narrative would flag. Worth re-running your own aging curve against current brand numbers rather than last year’s luxury/mass-market split.

For lenders and floorplan financiers

DOS concentration risk has moved. A portfolio heavy in GMC, Volkswagen, Ford, Chevrolet, Cadillac, or Porsche EV stock carries materially longer aging than one weighted toward Mercedes, Volvo, or hybrids.

For investors and portfolio analysts

The three widest gaps in the dataset – GMC, Volkswagen, Honda – are all mass-market and weren’t part of the original comparison. That split only shows up in transaction-level data, not in quarterly disclosures or registration totals.

For insurers and residual-value forecasters

Porsche is still betting on residuals by withholding incentive despite a 51% gap. GMC’s gap is the widest in the market with no unusual incentive story behind it. Worth watching whether that pushes toward deeper cuts or production pullbacks.

For the industry narrative more broadly

“Luxury protects price, mass-market spends to move inventory” was a reasonable read a year ago. It isn’t anymore. The better question now is which brands – regardless of segment – are seeing incentive spend actually translate into faster turnover.

A note on the data

This analysis uses Days on Site (DOS) as the primary velocity metric, and OEM incentive as a percentage of MarketCheck-calculated real MSRP as the pricing signal – rather than sale price vs. nominal MSRP, which is unreliable given how inconsistently price and MSRP get recorded at transaction level.

Because this window runs through August 2026, the most recent month or two may still be settling as more transactions are reported, so figures for the tail of the window are provisional. If you’re a dealer group, lender, or investor who wants this cut for your own brand mix or portfolio, get in touch about a data trial or report.

Data & Methodology

Source: MarketCheck Sold Vehicle Summary API (sold-transaction data, US market)

Analysis window: January 1, 2026 – August 31, 2026 (8 months of sold-transaction data)

Inventory type: New vehicles only – franchise-dealer sold transactions

Fuel type filter: EV vs. ICE vs. Hybrid, pulled as separate queries and combined

Grouping: Records aggregated by make, state, and month, then rolled up to brand- and segment-level using sold-count-weighted averages

Total records: ~8.87M ICE units sold, ~245K EV units sold, ~106K Hybrid units sold, across all 50 states, ~54 makes

Metrics used:

  • Days on Site (DOS) = average_days_on_market (US market standard)
  • OEM incentive as % of real MSRP = incentive value benchmarked against MarketCheck-calculated real MSRP

Segment classification: ‘Luxury’ = Mercedes-Benz, BMW, Audi, Lexus, Genesis, Volvo, Cadillac, Porsche, Jaguar, Land Rover, Acura, Infiniti, Lincoln, Alfa Romeo, Maserati, Bentley, Aston Martin, Rolls-Royce, Lamborghini, McLaren, Ferrari, Lotus, Polestar, Lucid. ‘Hybrid’ = all non-BEV electrified vehicles (HEV/PHEV). This is a working classification, not a published industry standard, and includes mild-hybrid (MHEV) variants alongside true HEV/PHEV models.