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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 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

13,461 listings found

2008 BMW X3 3.0si

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

2008 BMW X3 3.0si

Canon, GA

UnscoredLimited · 6
$2,499235,961 mi

Comparison: 6 similar vehicles

Canon, GA

2003 Mercedes-Benz M-Class ML 320

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

2003 Mercedes-Benz M-Class ML 320

Winder, GA

UnscoredInsufficient · 0
$2,950140,000 mi

Winder, GA

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Cleveland, GA

UnscoredInsufficient · 0
$2,995181,542 mi

Cleveland, GA

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Gainesville, GA

UnscoredLimited · 7
$2,995261,422 mi

Comparison: 7 similar vehicles

Gainesville, GA

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Iva, SC

UnscoredModerate · 26
$3,000221,718 mi

Comparison: 26 similar vehicles

Iva, SC

2003 Nissan Xterra XE

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

2003 Nissan Xterra XE

Anderson, SC

UnscoredInsufficient · 3
$3,000185,961 mi

Comparison: 3 similar vehicles

Anderson, SC

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Gainesville, GA

UnscoredInsufficient · 4
$3,200146,338 mi

Comparison: 4 similar vehicles

Gainesville, GA

2008 Lincoln Navigator Luxury

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

2008 Lincoln Navigator Luxury

Jefferson, GA

UnscoredLimited · 6
$3,200197,124 mi

Comparison: 6 similar vehicles

Jefferson, GA

2003 Ford Escape XLT Popular

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

2003 Ford Escape XLT Popular

Piedmont, SC

UnscoredInsufficient · 0
$3,322171,000 mi

Piedmont, SC

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Flowery Branch, GA

UnscoredLimited · 10
$3,495220,532 mi

Comparison: 10 similar vehicles

Flowery Branch, GA

2007 Mercedes-Benz M-Class ML350

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

2007 Mercedes-Benz M-Class ML350

Flowery Branch, GA

UnscoredInsufficient · 0
$3,495133,452 mi

Flowery Branch, GA

2011 Honda Pilot Touring

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

2011 Honda Pilot Touring

Gainesville, GA

UnscoredLimited · 11
$3,500232,639 mi

Comparison: 11 similar vehicles

Gainesville, GA

No Photo

2002 Acura MDX Touring Package

Bowersville, GA

UnscoredInsufficient · 4
$3,500256,800 mi

Comparison: 4 similar vehicles

Bowersville, GA

1999 Lexus RX 300

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

1999 Lexus RX 300

Anderson, SC

UnscoredInsufficient · 3
$3,500224,000 mi

Comparison: 3 similar vehicles

Anderson, SC

1997 Toyota 4Runner Base

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

1997 Toyota 4Runner Base

Gainesville, GA

UnscoredInsufficient · 0
$3,500296,306 mi

Gainesville, GA

2003 Honda CR-V EX

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

2003 Honda CR-V EX

Gainesville, GA

UnscoredLimited · 6
$3,559223,049 mi

Comparison: 6 similar vehicles

Gainesville, GA

2006 Nissan Pathfinder LE

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

2006 Nissan Pathfinder LE

Anderson, SC

UnscoredInsufficient · 0
$3,800243,672 mi

Anderson, SC

2009 Ford Flex SEL

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

2009 Ford Flex SEL

Greenville, SC

UnscoredLimited · 8
$3,835234,838 mi

Comparison: 8 similar vehicles

Greenville, SC

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Piedmont, SC

UnscoredInsufficient · 4
$3,918240,780 mi

Comparison: 4 similar vehicles

Piedmont, SC

No Photo

2007 Jeep Liberty Sport

Piedmont, SC

UnscoredLimited · 9
$3,921230,666 mi

Comparison: 9 similar vehicles

Piedmont, SC

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Piedmont, SC

UnscoredLimited · 7
$3,921247,098 mi

Comparison: 7 similar vehicles

Piedmont, SC

2005 Honda CR-V EX

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

2005 Honda CR-V EX

Piedmont, SC

UnscoredInsufficient · 3
$3,932246,050 mi

Comparison: 3 similar vehicles

Piedmont, SC

2013 Ford Explorer Base

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

2013 Ford Explorer Base

Winder, GA

UnscoredLimited · 11
$3,950205,000 mi

Comparison: 11 similar vehicles

Winder, GA

2006 Honda CR-V LX

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

2006 Honda CR-V LX

Colbert, GA

UnscoredLimited · 10
$3,950210,625 mi

Comparison: 10 similar vehicles

Colbert, GA

2002 Acura MDX Touring Package

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

2002 Acura MDX Touring Package

Piedmont, SC

UnscoredInsufficient · 4
$3,971351,750 mi

Comparison: 4 similar vehicles

Piedmont, SC

2016 Buick Encore Convenience

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

2016 Buick Encore Convenience

Flowery Branch, GA

UnscoredLimited · 16
$3,995189,943 mi

Comparison: 16 similar vehicles

Flowery Branch, GA

2016 Jeep Renegade Latitude

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

2016 Jeep Renegade Latitude

Flowery Branch, GA

UnscoredLimited · 7
$3,995216,957 mi

Comparison: 7 similar vehicles

Flowery Branch, GA

2012 Land Rover LR4 Base

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

2012 Land Rover LR4 Base

Gainesville, GA

UnscoredLimited · 6
$3,995169,436 mi

Comparison: 6 similar vehicles

Gainesville, GA

2008 Mercedes-Benz GL-Class GL450

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

2008 Mercedes-Benz GL-Class GL450

Flowery Branch, GA

UnscoredInsufficient · 0
$3,995200,723 mi

Flowery Branch, GA

2007 Ford Expedition Limited

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

2007 Ford Expedition Limited

Gainesville, GA

UnscoredInsufficient · 3
$3,995259,733 mi

Comparison: 3 similar vehicles

Gainesville, GA

2004 Toyota Sequoia SR5

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

2004 Toyota Sequoia SR5

Gainesville, GA

UnscoredInsufficient · 3
$3,995256,792 mi

Comparison: 3 similar vehicles

Gainesville, GA

2008 Dodge Nitro SXT

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

2008 Dodge Nitro SXT

Greenville, SC

UnscoredInsufficient · 0
$3,999138,208 mi

Greenville, SC

1999 Chevrolet Suburban Base

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

1999 Chevrolet Suburban Base

Piedmont, SC

UnscoredInsufficient · 3
$3,999298,591 mi

Comparison: 3 similar vehicles

Piedmont, SC

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Commerce, GA

UnscoredInsufficient · 3
$4,000207,083 mi

Comparison: 3 similar vehicles

Commerce, GA

2003 Honda CR-V EX

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

2003 Honda CR-V EX

Anderson, SC

UnscoredLimited · 7
$4,000235,283 mi

Comparison: 7 similar vehicles

Anderson, SC

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Cleveland, GA

UnscoredInsufficient · 3
$4,299219,375 mi

Comparison: 3 similar vehicles

Cleveland, GA

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Toccoa, GA

UnscoredInsufficient · 3
$4,473231,960 mi

Comparison: 3 similar vehicles

Toccoa, GA

2007 Ford Edge SE

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

2007 Ford Edge SE

Gainesville, GA

UnscoredInsufficient · 0
$4,490181,379 mi

Gainesville, GA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Bogart, GA

UnscoredLimited · 18
$4,495136,964 mi

Comparison: 18 similar vehicles

Bogart, GA

2009 Nissan Rogue S

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

2009 Nissan Rogue S

Colbert, GA

UnscoredLimited · 5
$4,49990,061 mi

Comparison: 5 similar vehicles

Colbert, GA

2016 Hyundai Santa Fe Sport

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

2016 Hyundai Santa Fe Sport

Winder, GA

UnscoredLimited · 6
$4,500161,000 mi

Comparison: 6 similar vehicles

Winder, GA

2014 Ford Explorer Base

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

2014 Ford Explorer Base

Winder, GA

UnscoredLimited · 18
$4,500177,000 mi

Comparison: 18 similar vehicles

Winder, GA

2014 Ford Edge SE

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

2014 Ford Edge SE

Gainesville, GA

UnscoredLimited · 14
$4,500187,873 mi

Comparison: 14 similar vehicles

Gainesville, GA

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Winder, GA

UnscoredLimited · 8
$4,500151,000 mi

Comparison: 8 similar vehicles

Winder, GA

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Gainesville, GA

UnscoredLimited · 6
$4,500184,950 mi

Comparison: 6 similar vehicles

Gainesville, GA

2004 Chevrolet Tahoe LS

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

2004 Chevrolet Tahoe LS

Gainesville, GA

UnscoredLimited · 10
$4,500226,463 mi

Comparison: 10 similar vehicles

Gainesville, GA

2003 Honda Element EX

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

2003 Honda Element EX

Piedmont, SC

UnscoredLimited · 17
$4,531260,944 mi

Comparison: 17 similar vehicles

Piedmont, SC

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Piedmont, SC

UnscoredLimited · 10
$4,571189,547 mi

Comparison: 10 similar vehicles

Piedmont, SC

2014 Mazda CX-5 Touring

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

2014 Mazda CX-5 Touring

Commerce, GA

UnscoredLimited · 8
$4,600180,634 mi

Comparison: 8 similar vehicles

Commerce, GA

2011 Jeep Liberty Limited

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

2011 Jeep Liberty Limited

Cleveland, GA

UnscoredLimited · 5
$4,695144,852 mi

Comparison: 5 similar vehicles

Cleveland, GA

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 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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