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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

104 listings found

2003 Ford Focus ZTS

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

2003 Ford Focus ZTS

Cape Charles, VA

UnscoredInsufficient · 0
$3,390231,171 mi

Cape Charles, VA

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Yorktown, VA

UnscoredLimited · 7
$5,99599,463 mi

Comparison: 7 similar vehicles

Yorktown, VA

2015 Hyundai Accent GLS

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

2015 Hyundai Accent GLS

Yorktown, VA

UnscoredInsufficient · 4
$6,495108,377 mi

Comparison: 4 similar vehicles

Yorktown, VA

2016 Nissan Maxima SL

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

2016 Nissan Maxima SL

Gloucester, VA

UnscoredInsufficient · 4
$6,583230,504 mi

Comparison: 4 similar vehicles

Gloucester, VA

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Saluda, VA

UnscoredInsufficient · 4
$6,994146,763 mi

Comparison: 4 similar vehicles

Saluda, VA

2013 Cadillac XTS Premium Collection

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

2013 Cadillac XTS Premium Collection

Yorktown, VA

UnscoredLimited · 9
$7,674169,495 mi

Comparison: 9 similar vehicles

Yorktown, VA

2014 Toyota Camry LE

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

2014 Toyota Camry LE

Pocomoke City, MD

Salvage title
$8,50096,700 mi

Pocomoke City, MD

2011 Toyota Camry XLE

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

2011 Toyota Camry XLE

Poquoson, VA

UnscoredInsufficient · 4
$8,750133,982 mi

Comparison: 4 similar vehicles

Poquoson, VA

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Cape Charles, VA

UnscoredLimited · 5
$8,990123,223 mi

Comparison: 5 similar vehicles

Cape Charles, VA

No Photo

2018 Hyundai Sonata Sport

Fruitland, MD

UnscoredRobust · 54
$8,995136,605 mi

Comparison: 54 similar vehicles

Fruitland, MD

2012 Toyota Corolla S

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

2012 Toyota Corolla S

Yorktown, VA

UnscoredLimited · 7
$8,995126,685 mi

Comparison: 7 similar vehicles

Yorktown, VA

2015 Mazda MAZDA6 i Touring

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

2015 Mazda MAZDA6 i Touring

Pocomoke City, MD

Fair PriceLimited · 13
$8,999109,300 mi

Market: $6,999 – $14,998

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Pocomoke City, MD

2017 Subaru Legacy Limited

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

2017 Subaru Legacy Limited

Yorktown, VA

UnscoredLimited · 11
$9,170166,749 mi

Comparison: 11 similar vehicles

Yorktown, VA

2012 Volvo S60 T5

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

2012 Volvo S60 T5

Yorktown, VA

UnscoredLimited · 5
$9,29590,135 mi

Comparison: 5 similar vehicles

Yorktown, VA

2010 Mercedes-Benz E-Class E350 Sport

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

2010 Mercedes-Benz E-Class E350 Sport

Yorktown, VA

UnscoredInsufficient · 0
$9,875112,878 mi

Yorktown, VA

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Yorktown, VA

OverpricedLimited · 12
$9,995128,472 mi

Market: $3,995 – $8,495

Comparison: 12 similar vehicles

Priced ~18% above the typical market range for similar vehicles (based on current market benchmarks)

Yorktown, VA

2015 Volkswagen Passat Limited Edition

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

2015 Volkswagen Passat Limited Edition

Saluda, VA

UnscoredLimited · 8
$10,494103,281 mi

Comparison: 8 similar vehicles

Saluda, VA

2011 Hyundai Genesis 3.8

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

2011 Hyundai Genesis 3.8

Saluda, VA

UnscoredInsufficient · 0
$10,49492,918 mi

Saluda, VA

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Cape Charles, VA

Fair PriceModerate · 29
$10,680104,874 mi

Market: $4,299 – $10,894

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Cape Charles, VA

2017 Buick Regal Sport Touring

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

2017 Buick Regal Sport Touring

Gloucester, VA

UnscoredLimited · 9
$11,620118,786 mi

Comparison: 9 similar vehicles

Gloucester, VA

2012 Honda Accord LX

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

2012 Honda Accord LX

Fruitland, MD

UnscoredRobust · 51
$11,995120,014 mi

Comparison: 51 similar vehicles

Fruitland, MD

2008 Lincoln MKZ Base

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

2008 Lincoln MKZ Base

Accomac, VA

UnscoredInsufficient · 4
$11,99599,499 mi

Comparison: 4 similar vehicles

Accomac, VA

2017 Kia Cadenza Technology

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

2017 Kia Cadenza Technology

Pocomoke City, MD

UnscoredInsufficient · 4
$12,200111,600 mi

Comparison: 4 similar vehicles

Pocomoke City, MD

2014 Toyota Corolla LE

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

2014 Toyota Corolla LE

Gloucester Point, VA

UnscoredModerate · 42
$12,475134,515 mi

Comparison: 42 similar vehicles

Gloucester Point, VA

2021 Kia Forte GT

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

2021 Kia Forte GT

Pocomoke City, MD

Salvage title
$12,50070,900 mi

Pocomoke City, MD

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Accomac, VA

OverpricedModerate · 33
$13,995101,716 mi

Market: $2,300 – $11,995

Comparison: 33 similar vehicles

Priced ~17% above the typical market range for similar vehicles (based on current market benchmarks)

Accomac, VA

No Photo

2016 Kia Optima SXL

Ordinary, VA

Fair PriceLimited · 10
$14,375100,599 mi

Market: $11,995 – $15,398

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Ordinary, VA

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Westover, MD

Fair PriceModerate · 33
$14,48878,791 mi

Market: $4,995 – $14,585

Comparison: 33 similar vehicles

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

Westover, MD

2019 Volkswagen Passat Wolfsburg Edition

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

2019 Volkswagen Passat Wolfsburg Edition

Yorktown, VA

UnscoredLimited · 7
$14,67475,788 mi

Comparison: 7 similar vehicles

Yorktown, VA

2022 Kia FORTE GT

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

2022 Kia FORTE GT

Pocomoke City, MD

UnscoredRobust · 59
$14,999103,500 mi

Comparison: 59 similar vehicles

Pocomoke City, MD

2018 Audi A6 Premium Plus

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

2018 Audi A6 Premium Plus

Yorktown, VA

Fair PriceLimited · 18
$15,22598,983 mi

Market: $7,999 – $18,794

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Yorktown, VA

2021 Toyota Corolla LE

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

2021 Toyota Corolla LE

Gloucester, VA

Fair PriceModerate · 23
$15,538114,026 mi

Market: $9,995 – $20,894

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Gloucester, VA

2022 Toyota Corolla LE

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

2022 Toyota Corolla LE

Gloucester, VA

UnscoredModerate · 23
$15,981140,033 mi

Comparison: 23 similar vehicles

Gloucester, VA

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Gloucester Point, VA

Fair PriceRobust · 60
$15,98788,090 mi

Market: $14,825 – $19,395

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 173 days listed (based on current market benchmarks)

Gloucester Point, VA

2018 Ford Fusion S

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

2018 Ford Fusion S

Accomac, VA

UnscoredInsufficient · 4
$15,99570,870 mi

Comparison: 4 similar vehicles

Accomac, VA

2014 Ford Taurus SE

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

2014 Ford Taurus SE

Accomac, VA

UnscoredLimited · 5
$15,99562,974 mi

Comparison: 5 similar vehicles

Accomac, VA

No Photo

2015 Toyota Camry XLE

Ordinary, VA

Fair PriceLimited · 19
$15,998117,108 mi

Market: $9,999 – $19,998

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Ordinary, VA

2016 BMW 3 Series 328i

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

2016 BMW 3 Series 328i

Yorktown, VA

Fair PriceModerate · 28
$16,23062,581 mi

Market: $5,900 – $21,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Yorktown, VA

2023 Kia Forte LXS

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

2023 Kia Forte LXS

Gloucester Point, VA

Fair PriceModerate · 32
$16,98575,355 mi

Market: $15,557 – $19,635

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Gloucester Point, VA

2016 Toyota Corolla LE

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

2016 Toyota Corolla LE

Yorktown, VA

Fair PriceLimited · 14
$17,24165,911 mi

Market: $7,495 – $18,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Yorktown, VA

2019 Audi A4 Premium

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

2019 Audi A4 Premium

Yorktown, VA

Fair PriceLimited · 10
$17,27372,766 mi

Market: $12,995 – $20,771

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Yorktown, VA

2023 Kia Rio S

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

2023 Kia Rio S

Pocomoke City, MD

Fair PriceLimited · 10
$17,29850,069 mi

Market: $16,926 – $22,049

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Pocomoke City, MD

2017 Nissan Altima SR

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

2017 Nissan Altima SR

Accomac, VA

OverpricedRobust · 57
$17,49583,041 mi

Market: $3,400 – $14,500

Comparison: 57 similar vehicles

Priced ~21% above the typical market range for similar vehicles (based on current market benchmarks)

Accomac, VA

2024 Nissan Versa Sedan SV

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

2024 Nissan Versa Sedan SV

Ordinary, VA

UnscoredLimited · 7
$17,98057,686 mi

Comparison: 7 similar vehicles

Ordinary, VA

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Accomac, VA

OverpricedRobust · 77
$17,995108,143 mi

Market: $3,222 – $16,695

Comparison: 77 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Accomac, VA

2020 Honda Accord Sport

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

2020 Honda Accord Sport

Pocomoke City, MD

Fair PriceRobust · 194
$18,30094,300 mi

Market: $13,450 – $29,998

Comparison: 194 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Pocomoke City, MD

2019 Audi A6 Premium

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

2019 Audi A6 Premium

Pocomoke City, MD

Fair PriceLimited · 10
$18,69097,100 mi

Market: $16,990 – $23,379

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Pocomoke City, MD

2024 Kia Forte LXS

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

2024 Kia Forte LXS

Ordinary, VA

Fair PriceModerate · 20
$18,94848,492 mi

Market: $18,385 – $21,365

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Ordinary, VA

2024 Kia Forte LXS

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

2024 Kia Forte LXS

Gloucester Point, VA

Fair PriceModerate · 20
$18,97944,275 mi

Market: $18,385 – $21,365

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 257 days listed (based on current market benchmarks)

Gloucester Point, VA

2016 Chevrolet Impala Limited 1FL

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

2016 Chevrolet Impala Limited 1FL

Accomac, VA

UnscoredLimited · 6
$18,99574,012 mi

Comparison: 6 similar vehicles

Accomac, VA

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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