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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

8,667 listings found

2008 Nissan Altima S

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

2008 Nissan Altima S

Somerset, KY

UnscoredLimited · 10
$1,995243,846 mi

Comparison: 10 similar vehicles

Somerset, KY

No Photo

2007 Chrysler PT Cruiser Touring Edition

Somerset, KY

UnscoredInsufficient · 0
$1,995173,814 mi

Somerset, KY

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Somerset, KY

UnscoredInsufficient · 4
$1,995214,084 mi

Comparison: 4 similar vehicles

Somerset, KY

2006 Dodge Grand Caravan SXT

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

2006 Dodge Grand Caravan SXT

Somerset, KY

UnscoredInsufficient · 0
$2,400190,079 mi

Somerset, KY

2005 Ford Taurus SEL

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

2005 Ford Taurus SEL

Somerset, KY

UnscoredInsufficient · 4
$2,400152,781 mi

Comparison: 4 similar vehicles

Somerset, KY

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Glasgow, KY

UnscoredLimited · 8
$2,500204,953 mi

Comparison: 8 similar vehicles

Glasgow, KY

2006 Chrysler Town & Country Touring

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

2006 Chrysler Town & Country Touring

Columbia, KY

UnscoredInsufficient · 0
$2,850214,000 mi

Columbia, KY

2010 Ford Flex SE

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

2010 Ford Flex SE

Cookeville, TN

UnscoredInsufficient · 0
$2,900281,338 mi

Cookeville, TN

1994 Dodge Ram 1500

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

1994 Dodge Ram 1500

Somerset, KY

UnscoredInsufficient · 0
$2,950334,915 mi

Somerset, KY

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Somerset, KY

UnscoredModerate · 30
$2,995230,434 mi

Comparison: 30 similar vehicles

Somerset, KY

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Somerset, KY

UnscoredInsufficient · 0
$2,995208,969 mi

Somerset, KY

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Somerset, KY

UnscoredLimited · 11
$2,995270,471 mi

Comparison: 11 similar vehicles

Somerset, KY

No Photo

2002 GMC Yukon XL SLE

Somerset, KY

UnscoredInsufficient · 4
$2,999247,359 mi

Comparison: 4 similar vehicles

Somerset, KY

2014 Chrysler 200 Limited

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

2014 Chrysler 200 Limited

Columbia, KY

UnscoredLimited · 6
$3,000201,033 mi

Comparison: 6 similar vehicles

Columbia, KY

2016 Chevrolet Malibu Limited Fleet

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

2016 Chevrolet Malibu Limited Fleet

Glasgow, KY

UnscoredInsufficient · 0
$3,008246,565 mi

Glasgow, KY

2013 Chrysler Town & Country Touring

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

2013 Chrysler Town & Country Touring

Somerset, KY

UnscoredModerate · 25
$3,200202,877 mi

Comparison: 25 similar vehicles

Somerset, KY

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Monticello, KY

UnscoredLimited · 12
$3,200204,000 mi

Comparison: 12 similar vehicles

Monticello, KY

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Somerset, KY

UnscoredInsufficient · 0
$3,275267,457 mi

Somerset, KY

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Somerset, KY

UnscoredLimited · 10
$3,295180,907 mi

Comparison: 10 similar vehicles

Somerset, KY

2012 Nissan Altima S

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

2012 Nissan Altima S

Cookeville, TN

UnscoredRobust · 104
$3,395143,960 mi

Comparison: 104 similar vehicles

Cookeville, TN

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Somerset, KY

UnscoredLimited · 6
$3,400232,845 mi

Comparison: 6 similar vehicles

Somerset, KY

2001 Chevrolet Prizm Base

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

2001 Chevrolet Prizm Base

Monterey, TN

UnscoredInsufficient · 0
$3,400124,000 mi

Monterey, TN

2010 Ford Fusion Sport

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

2010 Ford Fusion Sport

Glasgow, KY

UnscoredLimited · 9
$3,628219,239 mi

Comparison: 9 similar vehicles

Glasgow, KY

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Summersville, KY

UnscoredInsufficient · 3
$3,800184,730 mi

Comparison: 3 similar vehicles

Summersville, KY

2002 Saab 9-3 SE

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

2002 Saab 9-3 SE

Monterey, TN

UnscoredInsufficient · 0
$3,800142,123 mi

Monterey, TN

2009 smart fortwo pure

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

2009 smart fortwo pure

Columbia, KY

Salvage title
$3,85066,000 mi

Columbia, KY

2007 Chevrolet Express Base

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

2007 Chevrolet Express Base

Campbellsville, KY

UnscoredInsufficient · 0
$3,850173,289 mi

Campbellsville, KY

2014 Ford Focus SE

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

2014 Ford Focus SE

Somerset, KY

UnscoredRobust · 89
$3,865212,797 mi

Comparison: 89 similar vehicles

Somerset, KY

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Somerset, KY

UnscoredLimited · 14
$3,900206,000 mi

Comparison: 14 similar vehicles

Somerset, KY

2010 Mercury Mountaineer Base

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

2010 Mercury Mountaineer Base

Cookeville, TN

UnscoredInsufficient · 0
$3,900211,795 mi

Cookeville, TN

2007 GMC Envoy Denali

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

2007 GMC Envoy Denali

Somerset, KY

UnscoredInsufficient · 0
$3,900269,916 mi

Somerset, KY

2003 Saturn ION 2

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

2003 Saturn ION 2

Columbia, KY

UnscoredInsufficient · 0
$3,90075,621 mi

Columbia, KY

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Monterey, TN

UnscoredInsufficient · 0
$3,900226,121 mi

Monterey, TN

2010 Dodge Caliber Mainstreet

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

2010 Dodge Caliber Mainstreet

Somerset, KY

UnscoredInsufficient · 0
$3,950154,534 mi

Somerset, KY

2002 Dodge Ram 1500 Pickup ST

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

2002 Dodge Ram 1500 Pickup ST

Somerset, KY

Salvage title
$3,950226,182 mi

Somerset, KY

2010 GMC Terrain SLE-1

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

2010 GMC Terrain SLE-1

Glasgow, KY

UnscoredInsufficient · 0
$3,955250,715 mi

Glasgow, KY

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Somerset, KY

UnscoredLimited · 9
$3,960197,515 mi

Comparison: 9 similar vehicles

Somerset, KY

No Photo

2010 Chevrolet Traverse 1LT

Somerset, KY

UnscoredLimited · 5
$3,960229,987 mi

Comparison: 5 similar vehicles

Somerset, KY

2014 Chevrolet Impala 1LZ

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

2014 Chevrolet Impala 1LZ

Somerset, KY

UnscoredLimited · 6
$3,975159,479 mi

Comparison: 6 similar vehicles

Somerset, KY

No Photo

2014 Volkswagen Unknown SEL

Somerset, KY

UnscoredInsufficient · 0
$3,995152,223 mi

Somerset, KY

No Photo

2013 Kia Optima SX

Somerset, KY

UnscoredLimited · 8
$3,995293,119 mi

Comparison: 8 similar vehicles

Somerset, KY

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Somerset, KY

UnscoredInsufficient · 4
$3,995137,960 mi

Comparison: 4 similar vehicles

Somerset, KY

2012 Honda Odyssey EX-L

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

2012 Honda Odyssey EX-L

Somerset, KY

UnscoredModerate · 34
$3,995255,763 mi

Comparison: 34 similar vehicles

Somerset, KY

2011 Ford Focus SES

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

2011 Ford Focus SES

Cookeville, TN

UnscoredInsufficient · 0
$3,995185,374 mi

Cookeville, TN

2009 Nissan Rogue S

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

2009 Nissan Rogue S

Glasgow, KY

UnscoredLimited · 5
$3,995182,870 mi

Comparison: 5 similar vehicles

Glasgow, KY

2004 Cadillac SRX Base

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

2004 Cadillac SRX Base

Somerset, KY

UnscoredInsufficient · 0
$3,995171,000 mi

Somerset, KY

2002 Ford Explorer Limited

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

2002 Ford Explorer Limited

Somerset, KY

UnscoredInsufficient · 0
$3,995185,072 mi

Somerset, 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

Glasgow, KY

UnscoredLimited · 6
$3,996165,536 mi

Comparison: 6 similar vehicles

Glasgow, KY

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Somerset, KY

UnscoredLimited · 17
$3,999130,951 mi

Comparison: 17 similar vehicles

Somerset, KY

2007 Chevrolet Equinox LT

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

2007 Chevrolet Equinox LT

Somerset, KY

UnscoredModerate · 20
$3,999162,501 mi

Comparison: 20 similar vehicles

Somerset, 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 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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