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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 15, 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

2,423 listings found

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Cascade, ID

UnscoredInsufficient · 0
$3,171141,851 mi

Cascade, ID

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Nampa, ID

UnscoredInsufficient · 0
$3,200173,440 mi

Nampa, ID

1997 Volvo 850

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

1997 Volvo 850

Ontario, OR

UnscoredInsufficient · 0
$3,265119,935 mi

Ontario, OR

1999 Lincoln Navigator Base

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

1999 Lincoln Navigator Base

Nampa, ID

UnscoredInsufficient · 0
$3,495204,000 mi

Nampa, ID

2005 Chevrolet Express Base

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

2005 Chevrolet Express Base

Weiser, ID

UnscoredInsufficient · 0
$3,500268,424 mi

Weiser, ID

2007 Volkswagen Passat 2.0T

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

2007 Volkswagen Passat 2.0T

Nampa, ID

UnscoredInsufficient · 0
$3,795117,521 mi

Nampa, ID

2015 Kia Sorento EX

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

2015 Kia Sorento EX

Nampa, ID

UnscoredInsufficient · 0
$3,995181,905 mi

Nampa, ID

2013 Toyota Prius v Three

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

2013 Toyota Prius v Three

Caldwell, ID

UnscoredInsufficient · 0
$3,995199,263 mi

Caldwell, ID

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Nampa, ID

UnscoredInsufficient · 0
$3,995208,899 mi

Nampa, ID

2002 Oldsmobile Alero GLS

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

2002 Oldsmobile Alero GLS

Nampa, ID

UnscoredInsufficient · 0
$3,995169,113 mi

Nampa, ID

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Ontario, OR

UnscoredInsufficient · 0
$4,120250,090 mi

Ontario, OR

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Nampa, ID

UnscoredInsufficient · 0
$4,195106,706 mi

Nampa, ID

2013 GMC Acadia SLT2

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

2013 GMC Acadia SLT2

Caldwell, ID

UnscoredInsufficient · 0
$4,200151,946 mi

Caldwell, ID

2004 Chevrolet Tahoe LS

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

2004 Chevrolet Tahoe LS

Ontario, OR

UnscoredInsufficient · 0
$4,375250,442 mi

Ontario, OR

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Nampa, ID

UnscoredLimited · 9
$4,495187,066 mi

Comparison: 9 similar vehicles

Nampa, ID

2015 Chevrolet Tahoe Fleet

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

2015 Chevrolet Tahoe Fleet

Nampa, ID

UnscoredInsufficient · 0
$4,500212,545 mi

Nampa, ID

2010 Cadillac SRX Luxury Collection

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

2010 Cadillac SRX Luxury Collection

Nampa, ID

UnscoredInsufficient · 0
$4,500179,123 mi

Nampa, ID

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Nampa, ID

UnscoredInsufficient · 0
$4,500197,495 mi

Nampa, ID

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Nampa, ID

UnscoredInsufficient · 0
$4,595167,393 mi

Nampa, ID

2010 Nissan Sentra SR

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

2010 Nissan Sentra SR

Nampa, ID

UnscoredInsufficient · 0
$4,595106,487 mi

Nampa, ID

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Caldwell, ID

UnscoredInsufficient · 3
$4,675207,543 mi

Comparison: 3 similar vehicles

Caldwell, ID

2013 Kia Soul Base

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

2013 Kia Soul Base

Nampa, ID

UnscoredInsufficient · 0
$4,695157,573 mi

Nampa, ID

2004 Dodge Durango Limited

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

2004 Dodge Durango Limited

Nampa, ID

UnscoredInsufficient · 0
$4,696132,453 mi

Nampa, ID

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Nampa, ID

UnscoredInsufficient · 0
$4,900133,516 mi

Nampa, ID

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Nampa, ID

UnscoredLimited · 6
$4,995128,222 mi

Comparison: 6 similar vehicles

Nampa, ID

2013 Kia Soul Base

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

2013 Kia Soul Base

Nampa, ID

UnscoredInsufficient · 0
$4,995133,879 mi

Nampa, ID

2012 Dodge Charger Police

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

2012 Dodge Charger Police

Ontario, OR

UnscoredInsufficient · 0
$4,995244,265 mi

Ontario, OR

2011 Chevrolet Malibu Fleet

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

2011 Chevrolet Malibu Fleet

Nampa, ID

UnscoredInsufficient · 0
$4,995127,070 mi

Nampa, ID

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Nampa, ID

UnscoredInsufficient · 0
$4,995139,619 mi

Nampa, ID

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Nampa, ID

UnscoredInsufficient · 0
$4,995165,105 mi

Nampa, ID

2011 Nissan Quest SL

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

2011 Nissan Quest SL

Nampa, ID

UnscoredInsufficient · 0
$4,995189,867 mi

Nampa, ID

2010 Volvo XC90 3.2

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

2010 Volvo XC90 3.2

Emmett, ID

UnscoredInsufficient · 0
$4,995178,918 mi

Emmett, ID

2017 Nissan Maxima S

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

2017 Nissan Maxima S

Nampa, ID

UnscoredInsufficient · 0
$4,999202,585 mi

Nampa, ID

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Nampa, ID

UnscoredInsufficient · 0
$4,999166,500 mi

Nampa, ID

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Nampa, ID

UnscoredInsufficient · 0
$4,999234,288 mi

Nampa, ID

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Ontario, OR

UnscoredInsufficient · 0
$5,120177,956 mi

Ontario, OR

2013 Mitsubishi Outlander Sport ES

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

2013 Mitsubishi Outlander Sport ES

Nampa, ID

UnscoredInsufficient · 0
$5,295119,423 mi

Nampa, ID

2012 Nissan Quest SL

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

2012 Nissan Quest SL

Caldwell, ID

UnscoredInsufficient · 0
$5,495168,761 mi

Caldwell, ID

2017 Kia Forte5 LX

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

2017 Kia Forte5 LX

Nampa, ID

UnscoredInsufficient · 0
$5,500110,787 mi

Nampa, ID

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Nampa, ID

UnscoredInsufficient · 4
$5,900150,337 mi

Comparison: 4 similar vehicles

Nampa, ID

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Caldwell, ID

UnscoredInsufficient · 0
$5,966131,200 mi

Caldwell, ID

2018 Ford Transit Connect XLT

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

2018 Ford Transit Connect XLT

Caldwell, ID

UnscoredInsufficient · 0
$5,995259,076 mi

Caldwell, ID

2017 Jeep Renegade Latitude

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

2017 Jeep Renegade Latitude

Nampa, ID

UnscoredInsufficient · 3
$5,995150,884 mi

Comparison: 3 similar vehicles

Nampa, ID

2016 Ford Taurus Limited

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

2016 Ford Taurus Limited

Nampa, ID

UnscoredInsufficient · 0
$5,995172,814 mi

Nampa, ID

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Nampa, ID

UnscoredInsufficient · 0
$5,995118,876 mi

Nampa, ID

2014 Ford Escape S

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

2014 Ford Escape S

Payette, ID

UnscoredInsufficient · 0
$5,995151,939 mi

Payette, ID

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Nampa, ID

UnscoredInsufficient · 0
$5,995166,000 mi

Nampa, ID

2013 Honda Pilot LX

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

2013 Honda Pilot LX

Nampa, ID

UnscoredInsufficient · 0
$5,995185,465 mi

Nampa, ID

2012 GMC Savana Cargo Base

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

2012 GMC Savana Cargo Base

Nampa, ID

UnscoredInsufficient · 0
$5,995284,571 mi

Nampa, ID

2012 Nissan Titan SL

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

2012 Nissan Titan SL

Nampa, ID

UnscoredInsufficient · 0
$5,995210,299 mi

Nampa, ID

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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