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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

260 listings found

1984 Ford Thunderbird

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

1984 Ford Thunderbird

Chamberlain, SD

UnscoredInsufficient · 0
$2,28892,097 mi

Chamberlain, SD

1999 Buick Park Avenue ULTRA

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

1999 Buick Park Avenue ULTRA

Chamberlain, SD

UnscoredInsufficient · 0
$2,488207,569 mi

Chamberlain, SD

2009 Chrysler Town & Country Touring

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

2009 Chrysler Town & Country Touring

Chamberlain, SD

UnscoredInsufficient · 0
$2,988227,844 mi

Chamberlain, SD

2003 Honda Accord EX

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

2003 Honda Accord EX

Chamberlain, SD

UnscoredInsufficient · 0
$2,988147,313 mi

Chamberlain, SD

1987 Nissan D21

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

1987 Nissan D21

Chamberlain, SD

UnscoredInsufficient · 0
$2,988162,067 mi

Chamberlain, SD

1997 Ford Explorer LIMITED

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

1997 Ford Explorer LIMITED

Chamberlain, SD

UnscoredInsufficient · 0
$3,288178,841 mi

Chamberlain, SD

2005 Pontiac Aztek FWD

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

2005 Pontiac Aztek FWD

Chamberlain, SD

UnscoredInsufficient · 0
$3,488178,937 mi

Chamberlain, SD

2011 Buick Lucerne CXL

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

2011 Buick Lucerne CXL

Chamberlain, SD

UnscoredInsufficient · 0
$3,988188,641 mi

Chamberlain, SD

2009 GMC Canyon WT

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

2009 GMC Canyon WT

Chamberlain, SD

UnscoredInsufficient · 0
$3,988111,518 mi

Chamberlain, SD

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Chamberlain, SD

UnscoredInsufficient · 0
$3,988162,848 mi

Chamberlain, SD

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Chamberlain, SD

UnscoredInsufficient · 0
$3,988168,432 mi

Chamberlain, SD

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Chamberlain, SD

Unscored
$3,988159,316 mi

Comparison: 5 similar vehicles

Chamberlain, SD

2005 Buick Park Avenue Base

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

2005 Buick Park Avenue Base

Chamberlain, SD

UnscoredInsufficient · 0
$3,988176,885 mi

Chamberlain, SD

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Chamberlain, SD

Unscored
$3,988155,990 mi

Comparison: 6 similar vehicles

Chamberlain, SD

2005 Chrysler PT Cruiser Touring Edition

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

2005 Chrysler PT Cruiser Touring Edition

Chamberlain, SD

UnscoredInsufficient · 0
$3,98861,487 mi

Chamberlain, SD

2004 Dodge Neon SXT

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

2004 Dodge Neon SXT

Chamberlain, SD

UnscoredInsufficient · 0
$3,988133,600 mi

Chamberlain, SD

2004 Oldsmobile Silhouette GL

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

2004 Oldsmobile Silhouette GL

Chamberlain, SD

UnscoredInsufficient · 0
$3,988105,255 mi

Chamberlain, SD

2000 Chevrolet Impala LS

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

2000 Chevrolet Impala LS

Chamberlain, SD

UnscoredInsufficient · 0
$3,988138,462 mi

Chamberlain, SD

1999 Pontiac Bonneville SE

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

1999 Pontiac Bonneville SE

Chamberlain, SD

UnscoredInsufficient · 0
$3,988141,164 mi

Chamberlain, SD

1999 Jeep Grand Cherokee LAREDO

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

1999 Jeep Grand Cherokee LAREDO

Chamberlain, SD

UnscoredInsufficient · 0
$3,988156,808 mi

Chamberlain, SD

1999 Plymouth Grand Voyager SE

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

1999 Plymouth Grand Voyager SE

Chamberlain, SD

UnscoredInsufficient · 0
$3,988122,626 mi

Chamberlain, SD

1996 Ford Explorer XL

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

1996 Ford Explorer XL

Chamberlain, SD

UnscoredInsufficient · 0
$3,988158,002 mi

Chamberlain, SD

1996 GMC Sonoma

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

1996 GMC Sonoma

Chamberlain, SD

UnscoredInsufficient · 0
$3,98898,235 mi

Chamberlain, SD

1995 Ford Explorer XL

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

1995 Ford Explorer XL

Chamberlain, SD

UnscoredInsufficient · 0
$3,998170,746 mi

Chamberlain, SD

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Chamberlain, SD

Unscored
$4,400278,506 mi

Comparison: 5 similar vehicles

Chamberlain, SD

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Chamberlain, SD

UnscoredInsufficient · 0
$4,850167,040 mi

Chamberlain, SD

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Chamberlain, SD

UnscoredInsufficient · 0
$4,988147,529 mi

Chamberlain, SD

2013 Dodge Grand Caravan SE

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

2013 Dodge Grand Caravan SE

Chamberlain, SD

Unscored
$4,988218,805 mi

Comparison: 7 similar vehicles

Chamberlain, SD

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Chamberlain, SD

UnscoredInsufficient · 3
$4,988174,559 mi

Comparison: 3 similar vehicles

Chamberlain, SD

2013 Mazda MAZDA5 Sport

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

2013 Mazda MAZDA5 Sport

Chamberlain, SD

UnscoredInsufficient · 0
$4,988143,757 mi

Chamberlain, SD

2010 Dodge Grand Caravan SE

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

2010 Dodge Grand Caravan SE

Chamberlain, SD

UnscoredInsufficient · 4
$4,988158,777 mi

Comparison: 4 similar vehicles

Chamberlain, SD

2009 Pontiac G6

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

2009 Pontiac G6

Chamberlain, SD

UnscoredInsufficient · 0
$4,988148,749 mi

Chamberlain, SD

2009 Chevrolet Impala SS

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

2009 Chevrolet Impala SS

Chamberlain, SD

UnscoredInsufficient · 0
$4,988198,261 mi

Chamberlain, SD

2009 Chevrolet HHR LS

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

2009 Chevrolet HHR LS

Chamberlain, SD

UnscoredInsufficient · 0
$4,988191,957 mi

Chamberlain, SD

2009 Honda CR-V EX-L

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

2009 Honda CR-V EX-L

Chamberlain, SD

UnscoredInsufficient · 0
$4,988221,764 mi

Chamberlain, SD

2009 Hyundai Elantra Touring

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

2009 Hyundai Elantra Touring

Chamberlain, SD

UnscoredInsufficient · 0
$4,988160,866 mi

Chamberlain, SD

2008 Chevrolet Uplander LS

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

2008 Chevrolet Uplander LS

Chamberlain, SD

UnscoredInsufficient · 0
$4,988141,632 mi

Chamberlain, SD

2008 Chevrolet Uplander LS

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

2008 Chevrolet Uplander LS

Chamberlain, SD

UnscoredInsufficient · 0
$4,988140,887 mi

Chamberlain, SD

2008 Dodge Grand Caravan SE

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

2008 Dodge Grand Caravan SE

Chamberlain, SD

UnscoredInsufficient · 0
$4,988154,593 mi

Chamberlain, SD

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Chamberlain, SD

UnscoredInsufficient · 4
$4,988144,517 mi

Comparison: 4 similar vehicles

Chamberlain, SD

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Chamberlain, SD

UnscoredInsufficient · 4
$4,988163,738 mi

Comparison: 4 similar vehicles

Chamberlain, SD

2007 Chevrolet HHR LT

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

2007 Chevrolet HHR LT

Chamberlain, SD

UnscoredInsufficient · 0
$4,988118,428 mi

Chamberlain, SD

2007 Kia Sedona LX

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

2007 Kia Sedona LX

Chamberlain, SD

UnscoredInsufficient · 0
$4,988112,169 mi

Chamberlain, SD

2006 Buick LaCrosse CXS

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

2006 Buick LaCrosse CXS

Chamberlain, SD

UnscoredInsufficient · 0
$4,988125,401 mi

Chamberlain, SD

2005 Ford Focus ZX4 S

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

2005 Ford Focus ZX4 S

Chamberlain, SD

UnscoredInsufficient · 0
$4,988127,604 mi

Chamberlain, SD

2005 Chevrolet Malibu Maxx LT

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

2005 Chevrolet Malibu Maxx LT

Chamberlain, SD

UnscoredInsufficient · 0
$4,988117,584 mi

Chamberlain, SD

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Chamberlain, SD

Unscored
$4,988101,812 mi

Comparison: 6 similar vehicles

Chamberlain, SD

2004 Chevrolet Malibu Maxx LS

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

2004 Chevrolet Malibu Maxx LS

Chamberlain, SD

UnscoredInsufficient · 0
$4,98887,554 mi

Chamberlain, SD

2003 Mazda Mazda6 s

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

2003 Mazda Mazda6 s

Chamberlain, SD

UnscoredInsufficient · 0
$4,988150,374 mi

Chamberlain, SD

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Chamberlain, SD

Unscored
$4,988187,283 mi

Comparison: 5 similar vehicles

Chamberlain, SD

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 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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