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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

494 listings found

1997 Acura RL Base

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

1997 Acura RL Base

Fort Chiswell, VA

UnscoredInsufficient · 0
$3,100Mileage not verified

Fort Chiswell, VA

2004 Dodge Intrepid ES

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

2004 Dodge Intrepid ES

Dublin, VA

UnscoredInsufficient · 0
$3,899109,250 mi

Dublin, VA

2003 Buick Century Custom

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

2003 Buick Century Custom

Dublin, VA

UnscoredInsufficient · 0
$3,899257,506 mi

Dublin, VA

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Bristol, VA

UnscoredInsufficient · 0
$3,995157,568 mi

Bristol, VA

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Abingdon, VA

UnscoredInsufficient · 0
$3,995205,554 mi

Abingdon, VA

2000 Ford Taurus SE

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

2000 Ford Taurus SE

Abingdon, VA

UnscoredInsufficient · 0
$3,99583,388 mi

Abingdon, VA

2009 Toyota Corolla S

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

2009 Toyota Corolla S

Abingdon, VA

UnscoredInsufficient · 0
$4,599208,170 mi

Abingdon, VA

2013 Chevrolet Sonic LS

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

2013 Chevrolet Sonic LS

Beckley, WV

UnscoredInsufficient · 0
$4,752151,359 mi

Beckley, WV

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Dublin, VA

UnscoredInsufficient · 3
$4,799160,658 mi

Comparison: 3 similar vehicles

Dublin, VA

2000 Chrysler 300M Base

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

2000 Chrysler 300M Base

Dublin, VA

UnscoredInsufficient · 0
$4,799110,851 mi

Dublin, VA

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Fort Chiswell, VA

UnscoredInsufficient · 4
$4,90066,542 mi

Comparison: 4 similar vehicles

Fort Chiswell, VA

2012 Subaru Legacy I Premium

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

2012 Subaru Legacy I Premium

Abingdon, VA

UnscoredInsufficient · 0
$4,995142,975 mi

Abingdon, VA

2011 Honda Accord LX-P

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

2011 Honda Accord LX-P

Abingdon, VA

UnscoredLimited · 11
$4,995243,068 mi

Comparison: 11 similar vehicles

Abingdon, VA

2012 Chrysler 300 Limited

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

2012 Chrysler 300 Limited

Abingdon, VA

UnscoredLimited · 12
$5,499133,303 mi

Comparison: 12 similar vehicles

Abingdon, VA

2003 Lincoln Town Car Signature

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

2003 Lincoln Town Car Signature

Abingdon, VA

UnscoredInsufficient · 0
$5,595149,002 mi

Abingdon, VA

2008 Toyota Camry XLE

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

2008 Toyota Camry XLE

Dublin, VA

UnscoredLimited · 6
$5,799212,824 mi

Comparison: 6 similar vehicles

Dublin, VA

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Lebanon, VA

UnscoredLimited · 7
$5,900109,168 mi

Comparison: 7 similar vehicles

Lebanon, VA

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Abingdon, VA

UnscoredInsufficient · 0
$5,995179,069 mi

Abingdon, VA

1999 Lincoln Town Car EXECUTIVE

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

1999 Lincoln Town Car EXECUTIVE

Wytheville, VA

UnscoredInsufficient · 0
$6,090122,205 mi

Wytheville, VA

2016 Dodge Dart SE

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

2016 Dodge Dart SE

Dublin, VA

UnscoredInsufficient · 4
$6,099114,836 mi

Comparison: 4 similar vehicles

Dublin, VA

2008 Nissan Altima S

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

2008 Nissan Altima S

Pounding Mill, VA

UnscoredLimited · 6
$6,199127,219 mi

Comparison: 6 similar vehicles

Pounding Mill, VA

2012 Mercedes-Benz E-Class E350

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

2012 Mercedes-Benz E-Class E350

Honaker, VA

UnscoredLimited · 9
$6,200Mileage not verified

Comparison: 9 similar vehicles

Honaker, VA

2016 Volkswagen Jetta SEL

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

2016 Volkswagen Jetta SEL

Dublin, VA

UnscoredInsufficient · 0
$6,599157,775 mi

Dublin, VA

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Dublin, VA

UnscoredModerate · 28
$6,799161,547 mi

Comparison: 28 similar vehicles

Dublin, VA

2015 Ford Focus SE

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

2015 Ford Focus SE

Abingdon, VA

UnscoredModerate · 37
$6,995161,415 mi

Comparison: 37 similar vehicles

Abingdon, VA

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Wytheville, VA

UnscoredLimited · 8
$6,999186,202 mi

Comparison: 8 similar vehicles

Wytheville, VA

2013 Ford Focus SE

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

2013 Ford Focus SE

Richlands, VA

Fair PriceModerate · 37
$7,329116,466 mi

Market: $3,300 – $14,900

Comparison: 37 similar vehicles

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

Richlands, VA

2012 BMW 5 Series 528i

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

2012 BMW 5 Series 528i

Wytheville, VA

UnscoredLimited · 5
$7,487173,646 mi

Comparison: 5 similar vehicles

Wytheville, VA

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Abingdon, VA

Fair PriceLimited · 17
$7,500107,707 mi

Market: $4,624 – $12,900

Comparison: 17 similar vehicles

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

Abingdon, VA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Galax, VA

UnscoredRobust · 91
$7,995148,821 mi

Comparison: 91 similar vehicles

Galax, VA

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Galax, VA

UnscoredRobust · 75
$7,999151,016 mi

Comparison: 75 similar vehicles

Galax, VA

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

Galax, VA

UnscoredRobust · 60
$7,999133,586 mi

Comparison: 60 similar vehicles

Galax, VA

2021 Hyundai Accent SE

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

2021 Hyundai Accent SE

Wytheville, VA

UnscoredLimited · 7
$8,474128,235 mi

Comparison: 7 similar vehicles

Wytheville, VA

2007 Mercury Grand Marquis LS

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

2007 Mercury Grand Marquis LS

Princeton, WV

UnscoredInsufficient · 0
$8,57095,601 mi

Princeton, WV

2011 Cadillac CTS Luxury Collection

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

2011 Cadillac CTS Luxury Collection

Dublin, VA

UnscoredLimited · 5
$8,799108,045 mi

Comparison: 5 similar vehicles

Dublin, VA

2015 Kia Forte LX

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

2015 Kia Forte LX

Beckley, WV

Fair PriceRobust · 60
$8,80098,328 mi

Market: $4,500 – $9,995

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Beckley, WV

2013 Nissan Sentra SL

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

2013 Nissan Sentra SL

Richlands, VA

UnscoredLimited · 6
$8,877Mileage not verified

Comparison: 6 similar vehicles

Richlands, VA

2013 Suzuki Kizashi SE

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

2013 Suzuki Kizashi SE

Pulaski, VA

UnscoredInsufficient · 0
$8,89965,605 mi

Pulaski, VA

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Abingdon, VA

UnscoredInsufficient · 0
$8,99556,120 mi

Abingdon, VA

2012 Suzuki Kizashi SE

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

2012 Suzuki Kizashi SE

Pulaski, VA

UnscoredInsufficient · 3
$8,99995,415 mi

Comparison: 3 similar vehicles

Pulaski, VA

2007 Cadillac DTS Performance

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

2007 Cadillac DTS Performance

Abingdon, VA

UnscoredInsufficient · 0
$9,14574,562 mi

Abingdon, VA

2005 Cadillac DeVille Base

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

2005 Cadillac DeVille Base

Abingdon, VA

UnscoredInsufficient · 0
$9,14578,000 mi

Abingdon, VA

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Bluefield, VA

UnscoredRobust · 82
$9,995123,253 mi

Comparison: 82 similar vehicles

Bluefield, VA

2018 Lincoln MKZ Select

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

2018 Lincoln MKZ Select

Bristol, VA

Fair PriceModerate · 48
$9,995111,530 mi

Market: $7,995 – $17,898

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Bristol, VA

2016 Chevrolet Cruze Premier

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

2016 Chevrolet Cruze Premier

Bristol, VA

UnscoredLimited · 5
$9,99593,032 mi

Comparison: 5 similar vehicles

Bristol, VA

2017 Hyundai Sonata Sport

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

2017 Hyundai Sonata Sport

Galax, VA

UnscoredLimited · 6
$9,999146,531 mi

Comparison: 6 similar vehicles

Galax, VA

2008 Toyota Camry LE

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

2008 Toyota Camry LE

Beckley, WV

OverpricedLimited · 11
$10,57070,263 mi

Market: $3,999 – $8,995

Comparison: 11 similar vehicles

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

Beckley, WV

2013 Buick LaCrosse Premium 2

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

2013 Buick LaCrosse Premium 2

Cedar Bluff, VA

OverpricedLimited · 11
$10,879127,733 mi

Market: $6,599 – $10,791

Comparison: 11 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Cedar Bluff, VA

2014 Chrysler 300 Base

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

2014 Chrysler 300 Base

Abingdon, VA

UnscoredRobust · 56
$10,900121,584 mi

Comparison: 56 similar vehicles

Abingdon, VA

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Bluefield, VA

Fair PriceModerate · 22
$10,995113,390 mi

Market: $6,399 – $15,888

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Bluefield, 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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