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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

3,195 listings found

2005 Lexus ES 330

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

2005 Lexus ES 330

Quincy, MA

UnscoredInsufficient · 3
$2,995181,014 mi

Comparison: 3 similar vehicles

Quincy, MA

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Quincy, MA

UnscoredLimited · 5
$3,999137,054 mi

Comparison: 5 similar vehicles

Quincy, MA

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Quincy, MA

UnscoredLimited · 11
$4,300138,000 mi

Comparison: 11 similar vehicles

Quincy, MA

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Quincy, MA

UnscoredInsufficient · 3
$4,789126,054 mi

Comparison: 3 similar vehicles

Quincy, MA

2009 Buick Enclave CXL

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

2009 Buick Enclave CXL

Quincy, MA

UnscoredLimited · 5
$4,900152,526 mi

Comparison: 5 similar vehicles

Quincy, MA

2016 Ford Focus S

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

2016 Ford Focus S

Quincy, MA

UnscoredLimited · 6
$4,995153,358 mi

Comparison: 6 similar vehicles

Quincy, MA

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Quincy, MA

UnscoredLimited · 5
$4,999106,060 mi

Comparison: 5 similar vehicles

Quincy, MA

2012 Hyundai Accent GS

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

2012 Hyundai Accent GS

Quincy, MA

UnscoredInsufficient · 0
$4,999104,947 mi

Quincy, MA

2010 Honda Fit Base

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

2010 Honda Fit Base

Quincy, MA

UnscoredInsufficient · 4
$4,999130,600 mi

Comparison: 4 similar vehicles

Quincy, MA

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Quincy, MA

UnscoredInsufficient · 4
$5,29582,877 mi

Comparison: 4 similar vehicles

Quincy, MA

2012 Dodge Charger SE

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

2012 Dodge Charger SE

Quincy, MA

UnscoredInsufficient · 0
$5,295148,648 mi

Quincy, MA

2007 Toyota Corolla S

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

2007 Toyota Corolla S

Quincy, MA

UnscoredLimited · 9
$5,49595,760 mi

Comparison: 9 similar vehicles

Quincy, MA

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Quincy, MA

UnscoredLimited · 5
$5,499127,660 mi

Comparison: 5 similar vehicles

Quincy, MA

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Quincy, MA

UnscoredLimited · 19
$5,499135,448 mi

Comparison: 19 similar vehicles

Quincy, MA

2010 Mercedes-Benz C-Class C300 Sport

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

2010 Mercedes-Benz C-Class C300 Sport

Quincy, MA

Fair PriceLimited · 14
$5,500117,860 mi

Market: $3,400 – $13,794

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Quincy, MA

2018 Buick Encore Preferred

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

2018 Buick Encore Preferred

Quincy, MA

UnscoredLimited · 6
$5,850139,140 mi

Comparison: 6 similar vehicles

Quincy, MA

2013 Ford Escape SE

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

2013 Ford Escape SE

Quincy, MA

UnscoredLimited · 10
$5,990140,925 mi

Comparison: 10 similar vehicles

Quincy, MA

2008 Toyota RAV4 Base

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

2008 Toyota RAV4 Base

Quincy, MA

UnscoredLimited · 12
$5,995170,715 mi

Comparison: 12 similar vehicles

Quincy, MA

2016 Chevrolet Cruze Limited LS

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

2016 Chevrolet Cruze Limited LS

Quincy, MA

Fair PriceLimited · 14
$5,999106,722 mi

Market: $4,998 – $6,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Quincy, MA

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Quincy, MA

UnscoredLimited · 5
$5,99991,577 mi

Comparison: 5 similar vehicles

Quincy, MA

2013 Scion xD 10 Series

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

2013 Scion xD 10 Series

Quincy, MA

UnscoredInsufficient · 3
$5,99995,890 mi

Comparison: 3 similar vehicles

Quincy, MA

2009 Lincoln Town Car Signature Limited

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

2009 Lincoln Town Car Signature Limited

Quincy, MA

UnscoredInsufficient · 0
$5,99985,571 mi

Quincy, MA

2006 Honda Civic LX

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

2006 Honda Civic LX

Quincy, MA

UnscoredLimited · 6
$5,99990,392 mi

Comparison: 6 similar vehicles

Quincy, MA

2000 Jaguar XJ Series XJ8

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

2000 Jaguar XJ Series XJ8

Quincy, MA

UnscoredInsufficient · 0
$6,49582,224 mi

Quincy, MA

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Quincy, MA

Fair PriceLimited · 12
$7,90096,000 mi

Market: $3,700 – $12,675

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Quincy, MA

2012 Subaru Forester X

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

2012 Subaru Forester X

Quincy, MA

UnscoredLimited · 5
$7,900113,208 mi

Comparison: 5 similar vehicles

Quincy, MA

2015 Acura RDX Base

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

2015 Acura RDX Base

Quincy, MA

UnscoredInsufficient · 4
$7,999148,700 mi

Comparison: 4 similar vehicles

Quincy, MA

2013 INFINITI G Sedan 37x

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

2013 INFINITI G Sedan 37x

Quincy, MA

UnscoredInsufficient · 4
$7,999107,997 mi

Comparison: 4 similar vehicles

Quincy, MA

2013 Ford Transit Connect XLT

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

2013 Ford Transit Connect XLT

Quincy, MA

UnscoredLimited · 8
$7,999104,553 mi

Comparison: 8 similar vehicles

Quincy, MA

2013 Volvo XC60 3.2

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

2013 Volvo XC60 3.2

Quincy, MA

UnscoredLimited · 5
$7,999105,080 mi

Comparison: 5 similar vehicles

Quincy, MA

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Quincy, MA

UnscoredLimited · 6
$7,999139,240 mi

Comparison: 6 similar vehicles

Quincy, MA

2012 Audi Q5 Premium

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

2012 Audi Q5 Premium

Quincy, MA

UnscoredInsufficient · 4
$7,999131,623 mi

Comparison: 4 similar vehicles

Quincy, MA

2013 Toyota Camry LE

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

2013 Toyota Camry LE

Quincy, MA

UnscoredInsufficient · 3
$8,490110,787 mi

Comparison: 3 similar vehicles

Quincy, MA

2015 BMW 3 Series 328i

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

2015 BMW 3 Series 328i

Quincy, MA

Fair PriceLimited · 16
$8,49994,289 mi

Market: $7,500 – $15,291

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Quincy, MA

2012 Honda Accord LX

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

2012 Honda Accord LX

Quincy, MA

Fair PriceLimited · 19
$8,99977,166 mi

Market: $5,995 – $12,998

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Quincy, MA

2019 Land Rover Discovery Sport SE

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

2019 Land Rover Discovery Sport SE

Quincy, MA

UnscoredInsufficient · 3
$9,380120,333 mi

Comparison: 3 similar vehicles

Quincy, MA

2016 Audi A5 Coupe Premium

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

2016 Audi A5 Coupe Premium

Quincy, MA

UnscoredInsufficient · 0
$9,38097,786 mi

Quincy, MA

2014 Acura MDX Technology Package

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

2014 Acura MDX Technology Package

Quincy, MA

UnscoredLimited · 7
$9,899142,497 mi

Comparison: 7 similar vehicles

Quincy, MA

2016 Honda CR-V EX-L

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

2016 Honda CR-V EX-L

Quincy, MA

UnscoredLimited · 18
$10,799164,236 mi

Comparison: 18 similar vehicles

Quincy, MA

2023 Nissan Rogue SV

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

2023 Nissan Rogue SV

Quincy, MA

UnscoredRobust · 104
$10,999143,360 mi

Comparison: 104 similar vehicles

Quincy, MA

2013 Jeep Wrangler Unlimited Sport

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

2013 Jeep Wrangler Unlimited Sport

Quincy, MA

Fair PriceLimited · 13
$11,35096,651 mi

Market: $9,800 – $15,000

Comparison: 13 similar vehicles

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

Quincy, MA

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

Quincy, MA

Fair PriceLimited · 18
$11,80091,987 mi

Market: $8,995 – $17,998

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 155 days listed (based on current market benchmarks)

Quincy, MA

2017 Audi Q7 Premium Plus

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

2017 Audi Q7 Premium Plus

Quincy, MA

Fair PriceModerate · 44
$11,999106,835 mi

Market: $11,195 – $15,498

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Quincy, MA

2020 Hyundai Elantra SEL

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

2020 Hyundai Elantra SEL

Quincy, MA

Fair PriceLimited · 18
$12,00090,625 mi

Market: $6,999 – $13,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 351 days listed (based on current market benchmarks)

Quincy, MA

2015 Honda CR-V EX

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

2015 Honda CR-V EX

Quincy, MA

Fair PriceModerate · 49
$12,499104,968 mi

Market: $9,800 – $18,998

Comparison: 49 similar vehicles

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

Quincy, MA

2015 Acura MDX Technology Package

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

2015 Acura MDX Technology Package

Quincy, MA

UnscoredLimited · 7
$12,499122,850 mi

Comparison: 7 similar vehicles

Quincy, MA

1991 Mazda MX-5 Miata

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

1991 Mazda MX-5 Miata

Quincy, MA

UnscoredInsufficient · 0
$12,500136,914 mi

Quincy, MA

2020 Nissan Rogue Sport S

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

2020 Nissan Rogue Sport S

Quincy, MA

Fair PriceModerate · 24
$12,88092,019 mi

Market: $10,852 – $15,585

Comparison: 24 similar vehicles

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

Quincy, MA

2015 Honda Civic LX

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

2015 Honda Civic LX

Quincy, MA

Fair PriceModerate · 32
$12,88074,729 mi

Market: $6,500 – $15,998

Comparison: 32 similar vehicles

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

Quincy, MA

2017 Mazda CX-5 Touring

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

2017 Mazda CX-5 Touring

Quincy, MA

Fair PriceModerate · 28
$13,000116,221 mi

Market: $13,397 – $18,967

Comparison: 28 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 22 days listed (based on current market benchmarks)

Quincy, MA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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