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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

14,045 listings found

2003 Pontiac Grand Am GT

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

2003 Pontiac Grand Am GT

Ashland, KY

UnscoredInsufficient · 0
$1,789219,801 mi

Ashland, KY

2005 Nissan Pathfinder SE

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

2005 Nissan Pathfinder SE

Ashland, KY

UnscoredInsufficient · 0
$1,799177,000 mi

Ashland, KY

2009 Ford Focus SE

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

2009 Ford Focus SE

Vanceburg, KY

UnscoredLimited · 12
$2,000241,503 mi

Comparison: 12 similar vehicles

Vanceburg, KY

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Ashland, KY

UnscoredInsufficient · 4
$2,000165,798 mi

Comparison: 4 similar vehicles

Ashland, KY

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

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Ashland, KY

UnscoredLimited · 8
$2,500231,050 mi

Comparison: 8 similar vehicles

Ashland, KY

1994 Toyota Camry

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

1994 Toyota Camry

Winfield, WV

UnscoredInsufficient · 0
$2,500302,431 mi

Winfield, WV

1999 Toyota Avalon XL

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

1999 Toyota Avalon XL

Winfield, WV

UnscoredInsufficient · 0
$2,800187,489 mi

Winfield, WV

2010 Chevrolet Aveo 1LT

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

2010 Chevrolet Aveo 1LT

Vanceburg, KY

UnscoredInsufficient · 0
$2,950102,641 mi

Vanceburg, KY

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Gallipolis, OH

UnscoredInsufficient · 3
$2,995257,791 mi

Comparison: 3 similar vehicles

Gallipolis, OH

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

UnscoredInsufficient · 0
$2,995Mileage not verified

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

UnscoredInsufficient · 3
$2,995198,553 mi

Comparison: 3 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 · 0
$2,995260,000 mi

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

UnscoredLimited · 6
$2,995214,680 mi

Comparison: 6 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

Ashland, KY

UnscoredLimited · 7
$2,999369,705 mi

Comparison: 7 similar vehicles

Ashland, KY

2007 Chrysler Town & Country Touring

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

2007 Chrysler Town & Country Touring

Saint Albans, WV

UnscoredInsufficient · 0
$3,000168,502 mi

Saint Albans, WV

2003 Chrysler PT Cruiser Base

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

2003 Chrysler PT Cruiser Base

Ashland, KY

UnscoredInsufficient · 0
$3,049153,900 mi

Ashland, KY

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Saint Albans, WV

UnscoredLimited · 5
$3,191205,522 mi

Comparison: 5 similar vehicles

Saint Albans, WV

2016 Ford Focus SE

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

2016 Ford Focus SE

Ironton, OH

UnscoredRobust · 55
$3,200162,450 mi

Comparison: 55 similar vehicles

Ironton, OH

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

West Portsmouth, OH

Salvage title
$3,200133,469 mi

West Portsmouth, OH

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Ashland, KY

UnscoredLimited · 13
$3,289194,635 mi

Comparison: 13 similar vehicles

Ashland, KY

2014 Chevrolet Traverse 2LT

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

2014 Chevrolet Traverse 2LT

West Portsmouth, OH

UnscoredInsufficient · 3
$3,300241,236 mi

Comparison: 3 similar vehicles

West Portsmouth, OH

2013 Kia Rio 5-Door LX

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

2013 Kia Rio 5-Door LX

West Portsmouth, OH

UnscoredInsufficient · 3
$3,40068,804 mi

Comparison: 3 similar vehicles

West Portsmouth, OH

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Olive Hill, KY

UnscoredLimited · 7
$3,400179,230 mi

Comparison: 7 similar vehicles

Olive Hill, KY

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Winfield, WV

UnscoredLimited · 10
$3,500187,773 mi

Comparison: 10 similar vehicles

Winfield, WV

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

UnscoredLimited · 18
$3,500256,152 mi

Comparison: 18 similar vehicles

Louisa, KY

2008 Honda Ridgeline RTS

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

2008 Honda Ridgeline RTS

West Portsmouth, OH

Salvage title
$3,600150,612 mi

West Portsmouth, OH

2006 Pontiac Vibe Base

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

2006 Pontiac Vibe Base

Saint Albans, WV

UnscoredInsufficient · 0
$3,658171,324 mi

Saint Albans, WV

2015 Ford Focus SE

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

2015 Ford Focus SE

Ashland, KY

UnscoredRobust · 57
$3,789165,306 mi

Comparison: 57 similar vehicles

Ashland, KY

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Ashland, KY

UnscoredRobust · 74
$3,789237,571 mi

Comparison: 74 similar vehicles

Ashland, KY

2009 Subaru Impreza Outback Sport

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

2009 Subaru Impreza Outback Sport

Ashland, KY

UnscoredInsufficient · 0
$3,789145,033 mi

Ashland, KY

1997 Ford F-150

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

1997 Ford F-150

Ashland, KY

UnscoredInsufficient · 0
$3,789209,428 mi

Ashland, KY

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

West Portsmouth, OH

Salvage title
$3,80088,441 mi

West Portsmouth, OH

2010 Subaru Forester X

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

2010 Subaru Forester X

Winfield, WV

UnscoredLimited · 15
$3,800156,273 mi

Comparison: 15 similar vehicles

Winfield, WV

2014 Kia Rio 5-Door LX

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

2014 Kia Rio 5-Door LX

Ashland, KY

UnscoredInsufficient · 0
$3,900120,936 mi

Ashland, KY

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Ashland, KY

UnscoredModerate · 26
$3,900199,005 mi

Comparison: 26 similar vehicles

Ashland, KY

2006 Chevrolet Uplander LS

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

2006 Chevrolet Uplander LS

Olive Hill, KY

UnscoredLimited · 8
$3,900236,941 mi

Comparison: 8 similar vehicles

Olive Hill, KY

2013 Mazda MAZDA5 Touring

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

2013 Mazda MAZDA5 Touring

Vanceburg, KY

UnscoredInsufficient · 0
$3,950212,048 mi

Vanceburg, 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

UnscoredModerate · 31
$3,950200,581 mi

Comparison: 31 similar vehicles

Hagerhill, KY

2004 Honda Accord EX

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

2004 Honda Accord EX

Wheelersburg, OH

UnscoredLimited · 15
$3,950185,960 mi

Comparison: 15 similar vehicles

Wheelersburg, OH

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Pomeroy, OH

UnscoredRobust · 76
$3,995232,253 mi

Comparison: 76 similar vehicles

Pomeroy, OH

2015 Jeep Compass Latitude

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

2015 Jeep Compass Latitude

Ashland, KY

UnscoredModerate · 21
$3,995183,304 mi

Comparison: 21 similar vehicles

Ashland, 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

UnscoredLimited · 11
$3,995314,170 mi

Comparison: 11 similar vehicles

Louisa, KY

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Saint Albans, WV

UnscoredLimited · 9
$3,995168,467 mi

Comparison: 9 similar vehicles

Saint Albans, WV

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

UnscoredModerate · 32
$3,995194,863 mi

Comparison: 32 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

UnscoredInsufficient · 4
$3,995211,057 mi

Comparison: 4 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 · 0
$3,995201,324 mi

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

UnscoredLimited · 13
$4,000141,665 mi

Comparison: 13 similar vehicles

Louisa, KY

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Coal Grove, OH

UnscoredLimited · 13
$4,187192,345 mi

Comparison: 13 similar vehicles

Coal Grove, OH

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 manage their profile, 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, exports, and enhanced merchandising.
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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