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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

263 listings found

1998 Pontiac Grand Prix GT SEDAN

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

1998 Pontiac Grand Prix GT SEDAN

Hazard, KY

UnscoredInsufficient · 0
$1,899184,407 mi

Hazard, KY

1998 Lincoln Continental Base

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

1998 Lincoln Continental Base

London, KY

UnscoredInsufficient · 0
$2,500179,249 mi

London, KY

2012 Ford Fusion SE

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

2012 Ford Fusion SE

London, KY

UnscoredModerate · 45
$2,995192,651 mi

Comparison: 45 similar vehicles

London, KY

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

London, KY

UnscoredInsufficient · 3
$3,450191,673 mi

Comparison: 3 similar vehicles

London, KY

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

London, KY

UnscoredInsufficient · 4
$3,990179,186 mi

Comparison: 4 similar vehicles

London, KY

2007 Hyundai Sonata LIMITED

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

2007 Hyundai Sonata LIMITED

London, KY

UnscoredInsufficient · 0
$3,990160,644 mi

London, KY

2007 BMW 5 Series 530i

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

2007 BMW 5 Series 530i

London, KY

UnscoredInsufficient · 0
$3,990136,040 mi

London, KY

2018 Kia FORTE LX

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

2018 Kia FORTE LX

London, KY

UnscoredRobust · 86
$3,995194,308 mi

Comparison: 86 similar vehicles

London, KY

2002 Honda Civic LX

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

2002 Honda Civic LX

Ivel, KY

UnscoredInsufficient · 0
$3,995174,000 mi

Ivel, KY

2010 Volkswagen Jetta S

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

2010 Volkswagen Jetta S

Norton, VA

UnscoredInsufficient · 4
$4,500195,321 mi

Comparison: 4 similar vehicles

Norton, VA

2006 Chevrolet Impala LS

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

2006 Chevrolet Impala LS

Barbourville, KY

UnscoredInsufficient · 0
$4,580145,460 mi

Barbourville, KY

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Manchester, KY

Fair PriceModerate · 38
$5,500111,080 mi

Market: $2,900 – $12,499

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 394 days listed (based on current market benchmarks)

Manchester, KY

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Prestonsburg, KY

UnscoredLimited · 13
$5,995160,500 mi

Comparison: 13 similar vehicles

Prestonsburg, KY

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Pikeville, KY

UnscoredInsufficient · 4
$5,995141,319 mi

Comparison: 4 similar vehicles

Pikeville, KY

2015 Kia Forte EX

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

2015 Kia Forte EX

Norton, VA

UnscoredLimited · 19
$5,999167,500 mi

Comparison: 19 similar vehicles

Norton, VA

2013 Ford Focus SE

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

2013 Ford Focus SE

Ivel, KY

UnscoredModerate · 48
$6,172124,272 mi

Comparison: 48 similar vehicles

Ivel, KY

No Photo

2014 Hyundai Sonata GLS

Hindman, KY

Fair PriceModerate · 34
$6,294118,216 mi

Market: $3,490 – $13,393

Comparison: 34 similar vehicles

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

Hindman, KY

2015 Kia Forte LX

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

2015 Kia Forte LX

Norton, VA

UnscoredRobust · 71
$6,500213,499 mi

Comparison: 71 similar vehicles

Norton, VA

2016 Chevrolet Cruze Limited LTZ

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

2016 Chevrolet Cruze Limited LTZ

Prestonsburg, KY

UnscoredLimited · 7
$6,579168,508 mi

Comparison: 7 similar vehicles

Prestonsburg, KY

2013 Ford Taurus SE

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

2013 Ford Taurus SE

Prestonsburg, KY

UnscoredInsufficient · 0
$6,950135,993 mi

Prestonsburg, KY

2015 Kia Forte LX

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

2015 Kia Forte LX

Hazard, KY

UnscoredModerate · 28
$6,990120,326 mi

Comparison: 28 similar vehicles

Hazard, KY

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Norton, VA

UnscoredLimited · 8
$6,999215,177 mi

Comparison: 8 similar vehicles

Norton, VA

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Hazard, KY

Fair PriceModerate · 34
$7,25092,366 mi

Market: $1,700 – $10,387

Comparison: 34 similar vehicles

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

Hazard, KY

2007 Toyota Camry XLE

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

2007 Toyota Camry XLE

Pikeville, KY

UnscoredLimited · 12
$7,350154,110 mi

Comparison: 12 similar vehicles

Pikeville, KY

2015 Ford Fusion Hybrid SE

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

2015 Ford Fusion Hybrid SE

Norton, VA

UnscoredInsufficient · 0
$7,499168,654 mi

Norton, VA

2015 Chevrolet Malibu Fleet

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

2015 Chevrolet Malibu Fleet

Barbourville, KY

UnscoredLimited · 5
$7,580106,562 mi

Comparison: 5 similar vehicles

Barbourville, KY

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Big Stone Gap, VA

UnscoredLimited · 8
$7,79082,118 mi

Comparison: 8 similar vehicles

Big Stone Gap, VA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Hagerhill, KY

Fair PriceRobust · 66
$7,85085,513 mi

Market: $2,988 – $10,795

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Hagerhill, KY

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

West Liberty, KY

UnscoredModerate · 30
$7,900124,150 mi

Comparison: 30 similar vehicles

West Liberty, KY

2016 Chevrolet Cruze LS

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

2016 Chevrolet Cruze LS

West Liberty, KY

Fair PriceLimited · 11
$7,900113,155 mi

Market: $5,988 – $9,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

West Liberty, KY

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Prestonsburg, KY

Fair PriceLimited · 17
$7,950106,739 mi

Market: $2,700 – $10,990

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 209 days listed (based on current market benchmarks)

Prestonsburg, KY

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

London, KY

UnscoredRobust · 86
$7,990129,509 mi

Comparison: 86 similar vehicles

London, KY

2020 Mitsubishi Mirage G4 ES

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

2020 Mitsubishi Mirage G4 ES

Big Stone Gap, VA

UnscoredInsufficient · 3
$7,99587,998 mi

Comparison: 3 similar vehicles

Big Stone Gap, VA

2018 Hyundai Elantra SE

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

2018 Hyundai Elantra SE

Prestonsburg, KY

UnscoredModerate · 33
$7,995142,125 mi

Comparison: 33 similar vehicles

Prestonsburg, KY

2011 Mercedes-Benz C-Class C300 Luxury

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

2011 Mercedes-Benz C-Class C300 Luxury

Pikeville, KY

UnscoredLimited · 15
$7,995129,099 mi

Comparison: 15 similar vehicles

Pikeville, KY

2015 Hyundai Accent GLS

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

2015 Hyundai Accent GLS

Norton, VA

Fair PriceLimited · 10
$7,99990,682 mi

Market: $4,500 – $12,450

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 211 days listed (based on current market benchmarks)

Norton, VA

2015 Volkswagen CC R-Line

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

2015 Volkswagen CC R-Line

London, KY

UnscoredInsufficient · 0
$7,99999,568 mi

London, KY

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

Ivel, KY

UnscoredRobust · 56
$8,254160,743 mi

Comparison: 56 similar vehicles

Ivel, KY

2015 Nissan Altima S

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

2015 Nissan Altima S

Hagerhill, KY

UnscoredRobust · 55
$8,450131,963 mi

Comparison: 55 similar vehicles

Hagerhill, KY

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Jenkins, KY

UnscoredRobust · 52
$8,500171,069 mi

Comparison: 52 similar vehicles

Jenkins, KY

2015 Kia Optima LX

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

2015 Kia Optima LX

Paintsville, KY

Fair PriceModerate · 43
$8,524118,453 mi

Market: $3,700 – $15,293

Comparison: 43 similar vehicles

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

Paintsville, KY

2017 Nissan Altima SR

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

2017 Nissan Altima SR

Paintsville, KY

Salvage title
$8,79787,596 mi

Paintsville, KY

2017 Volkswagen Jetta SE

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

2017 Volkswagen Jetta SE

Paintsville, KY

UnscoredModerate · 24
$8,797158,418 mi

Comparison: 24 similar vehicles

Paintsville, KY

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Hazard, KY

Fair PriceRobust · 162
$8,990114,136 mi

Market: $5,900 – $18,995

Comparison: 162 similar vehicles

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

Hazard, KY

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Prestonsburg, KY

UnscoredRobust · 65
$8,995136,950 mi

Comparison: 65 similar vehicles

Prestonsburg, KY

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Pikeville, KY

UnscoredRobust · 55
$8,999142,032 mi

Comparison: 55 similar vehicles

Pikeville, KY

No Photo

2016 Nissan Altima S

Hindman, KY

UnscoredModerate · 37
$9,294152,287 mi

Comparison: 37 similar vehicles

Hindman, KY

2019 Chevrolet Sonic LT

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

2019 Chevrolet Sonic LT

Big Stone Gap, VA

UnscoredLimited · 16
$9,399141,292 mi

Comparison: 16 similar vehicles

Big Stone Gap, VA

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Hagerhill, KY

Fair PriceLimited · 14
$9,450Mileage not verified

Market: $4,000 – $13,395

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Hagerhill, KY

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

Hagerhill, KY

Fair PriceRobust · 76
$9,650100,933 mi

Market: $2,500 – $11,981

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Hagerhill, KY

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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