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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

223 listings found

2019 Nissan Leaf SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Nissan Leaf SV

Hagerstown, MD

UnscoredInsufficient · 0
$11,59174,159 mi

Hagerstown, MD

2023 Nissan Leaf S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Nissan Leaf S

Hagerstown, MD

UnscoredInsufficient · 0
$15,19126,075 mi

Hagerstown, MD

2021 Ford Mustang Mach-E Select RWD

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Ford Mustang Mach-E Select RWD

Hagerstown, MD

UnscoredInsufficient · 0
$15,995117,785 mi

Hagerstown, MD

2023 Chevrolet Bolt EUV LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Chevrolet Bolt EUV LT

Hagerstown, MD

UnscoredLimited · 8
$18,59050,203 mi

Comparison: 8 similar vehicles

Hagerstown, MD

2022 Chevrolet Bolt EUV Premier

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Chevrolet Bolt EUV Premier

Winchester, VA

UnscoredLimited · 6
$18,68367,117 mi

Comparison: 6 similar vehicles

Winchester, VA

2023 Subaru SOLTERRA Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Subaru SOLTERRA Premium

Hagerstown, MD

UnscoredLimited · 6
$18,69738,409 mi

Comparison: 6 similar vehicles

Hagerstown, MD

2023 Volkswagen ID.4 PRO

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Volkswagen ID.4 PRO

Hagerstown, MD

UnscoredLimited · 9
$19,39018,601 mi

Comparison: 9 similar vehicles

Hagerstown, MD

2023 Chevrolet Bolt EUV Premier

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Chevrolet Bolt EUV Premier

Winchester, VA

UnscoredLimited · 7
$19,59884,249 mi

Comparison: 7 similar vehicles

Winchester, VA

2019 Tesla Model 3 Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Tesla Model 3 Base

Winchester, VA

UnscoredInsufficient · 3
$19,79563,047 mi

Comparison: 3 similar vehicles

Winchester, VA

2023 Nissan Ariya Engage

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Nissan Ariya Engage

Hagerstown, MD

UnscoredLimited · 9
$19,99034,304 mi

Comparison: 9 similar vehicles

Hagerstown, MD

2023 Toyota bZ4X XLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Toyota bZ4X XLE

Hagerstown, MD

UnscoredInsufficient · 3
$19,99542,994 mi

Comparison: 3 similar vehicles

Hagerstown, MD

2023 Chevrolet Bolt EV LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Chevrolet Bolt EV LT

Winchester, VA

UnscoredInsufficient · 0
$19,99833,273 mi

Winchester, VA

2023 Fisker Ocean One

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Fisker Ocean One

Winchester, VA

UnscoredInsufficient · 0
$19,99919,226 mi

Winchester, VA

2016 Tesla Model X P90D

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Tesla Model X P90D

Stephens City, VA

UnscoredInsufficient · 3
$20,000108,700 mi

Comparison: 3 similar vehicles

Stephens City, VA

2023 Toyota bZ4X XLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Toyota bZ4X XLE

Hagerstown, MD

Fair PriceModerate · 21
$20,49534,581 mi

Market: $19,980 – $24,998

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Volkswagen ID.4 PRO

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Volkswagen ID.4 PRO

Hagerstown, MD

Fair PriceRobust · 78
$20,99129,325 mi

Market: $19,500 – $24,361

Comparison: 78 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Nissan Ariya Engage

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Nissan Ariya Engage

Hagerstown, MD

Fair PriceLimited · 15
$21,09526,978 mi

Market: $19,951 – $22,690

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Nissan Ariya Engage

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Nissan Ariya Engage

Hagerstown, MD

Fair PriceLimited · 15
$21,17223,268 mi

Market: $19,951 – $22,690

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Volkswagen ID.4 PRO S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Volkswagen ID.4 PRO S

Hagerstown, MD

Fair PriceLimited · 12
$21,19525,515 mi

Market: $19,895 – $24,548

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Volkswagen ID.4 PRO S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Volkswagen ID.4 PRO S

Hagerstown, MD

Fair PriceLimited · 10
$21,37530,089 mi

Market: $20,190 – $24,986

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Volkswagen ID.4 PRO S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Volkswagen ID.4 PRO S

Hagerstown, MD

Great DealLimited · 17
$21,75019,846 mi

Market: $22,895 – $27,590

Comparison: 17 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 27 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Volkswagen ID.4 PRO S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Volkswagen ID.4 PRO S

Hagerstown, MD

Fair PriceLimited · 12
$21,75023,685 mi

Market: $19,895 – $24,548

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Volkswagen ID.4 PRO S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Volkswagen ID.4 PRO S

Hagerstown, MD

Fair PriceLimited · 10
$22,35738,962 mi

Market: $20,190 – $24,986

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Hagerstown, MD

2022 Volkswagen ID.4 PRO S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Volkswagen ID.4 PRO S

Hagerstown, MD

UnscoredLimited · 9
$22,74131,580 mi

Comparison: 9 similar vehicles

Hagerstown, MD

2021 Ford Mustang Mach-E Select AWD

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Ford Mustang Mach-E Select AWD

Hagerstown, MD

UnscoredInsufficient · 0
$22,80034,010 mi

Hagerstown, MD

2022 Chevrolet Bolt EUV LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Chevrolet Bolt EUV LT

Greencastle, PA

UnscoredInsufficient · 0
$22,883428 mi

Greencastle, PA

2023 Toyota bZ4X XLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Toyota bZ4X XLE

Hagerstown, MD

Fair PriceModerate · 31
$23,29128,290 mi

Market: $21,495 – $24,900

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Hagerstown, MD

2022 Ford Mustang Mach-E Select AWD

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Ford Mustang Mach-E Select AWD

Charles Town, WV

UnscoredInsufficient · 4
$23,500Mileage not verified

Comparison: 4 similar vehicles

Charles Town, WV

2025 Toyota bZ4X XLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Toyota bZ4X XLE

Hagerstown, MD

UnscoredInsufficient · 0
$23,71020,130 mi

Hagerstown, MD

2020 Tesla Model Y Performance

Image from the dealer's site. OAV does not own, control, or store dealer images.

2020 Tesla Model Y Performance

Leesburg, VA

UnscoredLimited · 7
$23,82988,642 mi

Comparison: 7 similar vehicles

Leesburg, VA

2024 Volkswagen ID.4 S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Volkswagen ID.4 S

Hagerstown, MD

UnscoredInsufficient · 0
$23,9907,541 mi

Hagerstown, MD

2022 Ford Mustang Mach-E Premium AWD

Image from the dealer's site. OAV does not own, control, or store dealer images.

2022 Ford Mustang Mach-E Premium AWD

Hagerstown, MD

UnscoredInsufficient · 0
$23,99550,552 mi

Hagerstown, MD

2024 Chevrolet Blazer EV LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Chevrolet Blazer EV LT

Charles Town, WV

UnscoredInsufficient · 3
$24,750Mileage not verified

Comparison: 3 similar vehicles

Charles Town, WV

2024 Toyota bZ4X Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Toyota bZ4X Limited

Hagerstown, MD

UnscoredInsufficient · 4
$24,87138,327 mi

Comparison: 4 similar vehicles

Hagerstown, MD

2024 Chevrolet Blazer EV LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Chevrolet Blazer EV LT

Hagerstown, MD

UnscoredLimited · 7
$24,92118,306 mi

Comparison: 7 similar vehicles

Hagerstown, MD

2019 Tesla Model 3 Long Range

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Tesla Model 3 Long Range

Ridgeley, WV

Fair PriceRobust · 52
$24,97564,762 mi

Market: $6,900 – $24,998

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Ridgeley, WV

2025 Chevrolet Equinox EV LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Chevrolet Equinox EV LT

Woodstock, VA

Fair PriceLimited · 14
$24,99538,511 mi

Market: $23,794 – $25,499

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Woodstock, VA

2023 Fisker Ocean Extreme

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Fisker Ocean Extreme

Winchester, VA

UnscoredInsufficient · 0
$24,99913,634 mi

Winchester, VA

2023 Volkswagen ID.4 PRO S PLUS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Volkswagen ID.4 PRO S PLUS

Hagerstown, MD

Fair PriceModerate · 30
$25,29027,539 mi

Market: $25,695 – $26,805

Comparison: 30 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 10 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Ford Mustang Mach-E Select RWD

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Ford Mustang Mach-E Select RWD

Winchester, VA

UnscoredInsufficient · 4
$25,37231,267 mi

Comparison: 4 similar vehicles

Winchester, VA

2021 Tesla Model Y Long Range

Image from the dealer's site. OAV does not own, control, or store dealer images.

2021 Tesla Model Y Long Range

Winchester, VA

Fair PriceModerate · 20
$25,39881,943 mi

Market: $21,000 – $29,998

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Winchester, VA

2024 Acura ZDX A-SPEC

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Acura ZDX A-SPEC

Winchester, VA

UnscoredInsufficient · 0
$26,72049,041 mi

Winchester, VA

2023 Ford Mustang Mach-E Premium RWD

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Ford Mustang Mach-E Premium RWD

Hagerstown, MD

Fair PriceModerate · 25
$26,87836,183 mi

Market: $26,493 – $30,998

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Hagerstown, MD

2023 Tesla Model Y Long Range

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Tesla Model Y Long Range

Leesburg, VA

Fair PriceModerate · 20
$26,895116,394 mi

Market: $20,151 – $31,760

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Leesburg, VA

2027 Chevrolet Bolt LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Bolt LT

Front Royal, VA

Fair PriceRobust · 50
$26,964Mileage not verified

Market: $25,977 – $34,644

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Front Royal, VA

2023 Hyundai IONIQ 5 SEL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Hyundai IONIQ 5 SEL

Hagerstown, MD

Fair PriceLimited · 14
$26,99025,104 mi

Market: $26,850 – $28,165

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Hagerstown, MD

2025 Chevrolet Equinox EV 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Chevrolet Equinox EV 1LT

Hagerstown, MD

UnscoredLimited · 9
$27,0009,001 mi

Comparison: 9 similar vehicles

Hagerstown, MD

2025 Chevrolet Equinox EV LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Chevrolet Equinox EV LT

Winchester, VA

UnscoredInsufficient · 0
$27,2919,934 mi

Winchester, VA

2027 Chevrolet Bolt LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Bolt LT

Winchester, VA

Great DealModerate · 21
$27,519Mileage not verified

Market: $29,251 – $33,725

Comparison: 21 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 162 days listed (based on current market benchmarks)

Winchester, VA

2024 Toyota bZ4X Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Toyota bZ4X Limited

Hagerstown, MD

UnscoredLimited · 8
$27,57710,064 mi

Comparison: 8 similar vehicles

Hagerstown, MD

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers route inbound buyer inquiries and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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