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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 · November 6, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

3,509 listings found

2004 Ford Mustang Standard

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

2004 Ford Mustang Standard

Louisa, KY

UnscoredInsufficient · 0
$2,450181,396 mi

Louisa, KY

2006 Ford Focus ZX4 ST

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

2006 Ford Focus ZX4 ST

Pikeville, KY

UnscoredInsufficient · 0
$2,894424,045 mi

Pikeville, KY

2005 Honda Civic LX

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

2005 Honda Civic LX

Louisa, KY

UnscoredInsufficient · 0
$2,990263,334 mi

Louisa, KY

2008 Jeep Patriot Sport

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

2008 Jeep Patriot Sport

Louisa, KY

Fair PriceLimited · 12
$2,995Mileage not verified

Market: $1,700 – $4,500

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 114 days listed (based on current market benchmarks)

Louisa, KY

2007 Ford F-150 FX4

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

2007 Ford F-150 FX4

Louisa, KY

Unscored
$2,995198,553 mi

Comparison: 5 similar vehicles

Louisa, KY

2005 Ford Explorer Limited

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

2005 Ford Explorer Limited

Louisa, KY

UnscoredInsufficient · 4
$2,995260,000 mi

Comparison: 4 similar vehicles

Louisa, KY

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Louisa, KY

UnscoredInsufficient · 0
$2,995214,680 mi

Louisa, KY

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Louisa, KY

Unscored
$3,500256,152 mi

Comparison: 8 similar vehicles

Louisa, KY

1999 Toyota Camry LE

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

1999 Toyota Camry LE

Louisa, KY

UnscoredInsufficient · 0
$3,500192,434 mi

Louisa, KY

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Hagerhill, KY

Unscored
$3,950200,581 mi

Comparison: 30 similar vehicles

Hagerhill, KY

2013 Jeep Grand Cherokee Laredo X

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

2013 Jeep Grand Cherokee Laredo X

Louisa, KY

Unscored
$3,995314,170 mi

Comparison: 8 similar vehicles

Louisa, KY

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Louisa, KY

Unscored
$3,995194,863 mi

Comparison: 31 similar vehicles

Louisa, KY

2009 Nissan Murano SL

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

2009 Nissan Murano SL

Louisa, KY

Unscored
$3,995211,057 mi

Comparison: 7 similar vehicles

Louisa, KY

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Louisa, KY

UnscoredInsufficient · 4
$3,995201,324 mi

Comparison: 4 similar vehicles

Louisa, KY

2002 Chevrolet Camaro Base

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

2002 Chevrolet Camaro Base

Louisa, KY

UnscoredInsufficient · 0
$3,995169,334 mi

Louisa, KY

2007 Hummer H3

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

2007 Hummer H3

Louisa, KY

Unscored
$4,000141,665 mi

Comparison: 13 similar vehicles

Louisa, KY

2018 Jeep Compass Sport

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

2018 Jeep Compass Sport

Pikeville, KY

Unscored
$4,495253,305 mi

Comparison: 22 similar vehicles

Pikeville, KY

2012 Chrysler 300 C

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

2012 Chrysler 300 C

Belfry, KY

UnscoredInsufficient · 0
$4,800205,000 mi

Belfry, KY

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Honaker, VA

Unscored
$4,800190,000 mi

Comparison: 14 similar vehicles

Honaker, VA

2004 Chevrolet Silverado 1500 Base

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

2004 Chevrolet Silverado 1500 Base

Honaker, VA

UnscoredInsufficient · 0
$4,900210,129 mi

Honaker, VA

2017 Nissan Pathfinder S

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

2017 Nissan Pathfinder S

Honaker, VA

Unscored
$4,950130,457 mi

Comparison: 7 similar vehicles

Honaker, VA

2011 GMC Terrain SLE-2

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

2011 GMC Terrain SLE-2

Louisa, KY

UnscoredInsufficient · 0
$4,995191,958 mi

Louisa, KY

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

Paintsville, KY

UnscoredInsufficient · 0
$4,995225,428 mi

Paintsville, KY

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Huntington, WV

Salvage title
$4,995182,590 mi

Huntington, WV

2009 Scion xB Base

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

2009 Scion xB Base

Louisa, KY

UnscoredInsufficient · 4
$4,995234,557 mi

Comparison: 4 similar vehicles

Louisa, KY

2008 Honda Pilot VALUE PACKAGE

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

2008 Honda Pilot VALUE PACKAGE

Pikeville, KY

UnscoredInsufficient · 4
$4,995Mileage not verified

Comparison: 4 similar vehicles

Pikeville, KY

2006 Toyota Sienna XLE

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

2006 Toyota Sienna XLE

Louisa, KY

UnscoredInsufficient · 0
$4,995250,212 mi

Louisa, KY

2001 Toyota 4Runner SR5

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

2001 Toyota 4Runner SR5

Louisa, KY

Unscored
$4,995147,924 mi

Comparison: 5 similar vehicles

Louisa, KY

2012 Kia Forte LX

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

2012 Kia Forte LX

Louisa, KY

UnscoredInsufficient · 3
$5,000134,531 mi

Comparison: 3 similar vehicles

Louisa, KY

2010 Kia Sportage LX

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

2010 Kia Sportage LX

Louisa, KY

UnscoredInsufficient · 0
$5,000144,070 mi

Louisa, KY

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Louisa, KY

Unscored
$5,495203,719 mi

Comparison: 40 similar vehicles

Louisa, KY

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Pikeville, KY

Unscored
$5,500275,062 mi

Comparison: 16 similar vehicles

Pikeville, KY

2013 Hyundai Elantra GT Base

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

2013 Hyundai Elantra GT Base

Louisa, KY

Unscored
$5,595165,316 mi

Comparison: 7 similar vehicles

Louisa, KY

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Honaker, VA

Unscored
$5,800186,333 mi

Comparison: 11 similar vehicles

Honaker, VA

2008 GMC Canyon SLE

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

2008 GMC Canyon SLE

Honaker, VA

UnscoredInsufficient · 0
$5,800178,436 mi

Honaker, VA

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Richlands, VA

OverpricedLimited · 12
$5,867125,319 mi

Market: $3,900 – $5,420

Comparison: 12 similar vehicles

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

Richlands, VA

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Pikeville, KY

Unscored
$5,90082,274 mi

Comparison: 71 similar vehicles

Pikeville, KY

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Louisa, KY

Unscored
$5,900162,149 mi

Comparison: 38 similar vehicles

Louisa, KY

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Louisa, KY

Fair PriceLimited · 13
$5,900118,980 mi

Market: $2,995 – $6,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Louisa, KY

2018 Nissan Sentra SV

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

2018 Nissan Sentra SV

Louisa, KY

Unscored
$5,995192,712 mi

Comparison: 23 similar vehicles

Louisa, 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

Unscored
$5,995141,319 mi

Comparison: 5 similar vehicles

Pikeville, KY

2014 Dodge Grand Caravan SE 30th Anniversary

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

2014 Dodge Grand Caravan SE 30th Anniversary

Louisa, KY

UnscoredInsufficient · 4
$5,995189,834 mi

Comparison: 4 similar vehicles

Louisa, KY

2013 Ford Explorer Sport

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

2013 Ford Explorer Sport

Pikeville, KY

UnscoredInsufficient · 3
$5,995194,091 mi

Comparison: 3 similar vehicles

Pikeville, KY

2013 Chevrolet Traverse LS

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

2013 Chevrolet Traverse LS

Louisa, KY

Unscored
$5,995148,336 mi

Comparison: 6 similar vehicles

Louisa, KY

2013 Chevrolet Traverse LTZ

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

2013 Chevrolet Traverse LTZ

Louisa, KY

Unscored
$5,995160,245 mi

Comparison: 5 similar vehicles

Louisa, KY

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Louisa, KY

Unscored
$5,995164,253 mi

Comparison: 8 similar vehicles

Louisa, KY

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Louisa, KY

Unscored
$5,995140,991 mi

Comparison: 10 similar vehicles

Louisa, KY

2003 Saab 9-3 SE

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

2003 Saab 9-3 SE

Huntington, WV

UnscoredInsufficient · 0
$5,99588,156 mi

Huntington, WV

2001 Ford F-250 Super Duty XL

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

2001 Ford F-250 Super Duty XL

Louisa, KY

UnscoredInsufficient · 3
$5,995158,287 mi

Comparison: 3 similar vehicles

Louisa, KY

1998 Chevrolet S-10 LS

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

1998 Chevrolet S-10 LS

Louisa, KY

UnscoredInsufficient · 0
$5,995247,722 mi

Louisa, KY

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 recently 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.
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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