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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

16,366 listings found

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Tucson, AZ

UnscoredInsufficient · 0
$2,500141,708 mi

Tucson, AZ

2000 GMC Savana

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

2000 GMC Savana

Tucson, AZ

UnscoredInsufficient · 0
$2,699121,582 mi

Tucson, AZ

2007 Kia Sportage LX

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

2007 Kia Sportage LX

Tucson, AZ

UnscoredInsufficient · 0
$2,999166,537 mi

Tucson, AZ

2006 Chrysler PT Cruiser Base

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

2006 Chrysler PT Cruiser Base

Tucson, AZ

UnscoredInsufficient · 0
$3,200131,060 mi

Tucson, AZ

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Tucson, AZ

UnscoredInsufficient · 0
$3,397175,029 mi

Tucson, AZ

2006 Mercedes-Benz E-Class E350

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

2006 Mercedes-Benz E-Class E350

Tucson, AZ

UnscoredInsufficient · 0
$3,490177,000 mi

Tucson, AZ

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

Tucson, AZ

Salvage title
$3,495190,090 mi

Tucson, AZ

2000 Lexus RX 300

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

2000 Lexus RX 300

Tucson, AZ

UnscoredInsufficient · 0
$3,495174,643 mi

Tucson, AZ

2001 INFINITI I30 Luxury

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

2001 INFINITI I30 Luxury

Tucson, AZ

UnscoredInsufficient · 0
$3,499155,696 mi

Tucson, AZ

2011 Chevrolet HHR LS

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

2011 Chevrolet HHR LS

Tucson, AZ

UnscoredInsufficient · 0
$3,500179,243 mi

Tucson, AZ

2009 Honda Odyssey EX

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

2009 Honda Odyssey EX

Tucson, AZ

UnscoredInsufficient · 0
$3,500209,633 mi

Tucson, AZ

2009 Honda Civic HYBRID

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

2009 Honda Civic HYBRID

Tucson, AZ

UnscoredInsufficient · 0
$3,500161,245 mi

Tucson, AZ

2007 Saturn Outlook XR

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

2007 Saturn Outlook XR

Tucson, AZ

UnscoredInsufficient · 0
$3,500230,000 mi

Tucson, AZ

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Tucson, AZ

UnscoredInsufficient · 0
$3,500178,000 mi

Tucson, AZ

2006 Mazda MAZDA6 i

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

2006 Mazda MAZDA6 i

Tucson, AZ

UnscoredInsufficient · 0
$3,650178,480 mi

Tucson, AZ

2009 Hyundai Accent GS

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

2009 Hyundai Accent GS

Tucson, AZ

UnscoredInsufficient · 0
$3,850152,249 mi

Tucson, AZ

2003 Buick Century Custom

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

2003 Buick Century Custom

Tucson, AZ

UnscoredInsufficient · 0
$3,900159,323 mi

Tucson, AZ

2004 Subaru Outback Base

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

2004 Subaru Outback Base

Tucson, AZ

UnscoredInsufficient · 0
$3,949Mileage not verified

Tucson, AZ

2005 Honda Accord EX

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

2005 Honda Accord EX

Tucson, AZ

UnscoredInsufficient · 0
$3,950163,800 mi

Tucson, AZ

2014 FIAT 500 Pop

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

2014 FIAT 500 Pop

Tucson, AZ

UnscoredInsufficient · 0
$3,988127,000 mi

Tucson, AZ

2009 Kia Rio LX

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

2009 Kia Rio LX

Tucson, AZ

UnscoredInsufficient · 0
$3,988126,000 mi

Tucson, AZ

2013 Chevrolet Captiva Sport LTZ

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

2013 Chevrolet Captiva Sport LTZ

Tucson, AZ

UnscoredInsufficient · 0
$3,990130,119 mi

Tucson, AZ

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Tucson, AZ

UnscoredLimited · 5
$3,995132,659 mi

Comparison: 5 similar vehicles

Tucson, AZ

2014 Kia Soul Base

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

2014 Kia Soul Base

Tucson, AZ

UnscoredLimited · 9
$3,995139,233 mi

Comparison: 9 similar vehicles

Tucson, AZ

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Tucson, AZ

UnscoredInsufficient · 0
$3,995214,205 mi

Tucson, AZ

2010 Scion xD Base

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

2010 Scion xD Base

Tucson, AZ

UnscoredInsufficient · 0
$3,995186,142 mi

Tucson, AZ

1999 Isuzu Trooper S

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

1999 Isuzu Trooper S

Tucson, AZ

UnscoredInsufficient · 0
$3,995226,803 mi

Tucson, AZ

2016 Nissan LEAF S

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

2016 Nissan LEAF S

Tucson, AZ

UnscoredInsufficient · 0
$3,999107,220 mi

Tucson, AZ

2012 MINI Cooper Base

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

2012 MINI Cooper Base

Tucson, AZ

UnscoredInsufficient · 4
$3,999117,926 mi

Comparison: 4 similar vehicles

Tucson, AZ

2008 Acura TL Base

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

2008 Acura TL Base

Tucson, AZ

UnscoredInsufficient · 0
$3,999241,299 mi

Tucson, AZ

2008 Ford Focus SES

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

2008 Ford Focus SES

Tucson, AZ

UnscoredInsufficient · 0
$3,999144,471 mi

Tucson, AZ

2005 Mazda Tribute s

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

2005 Mazda Tribute s

Tucson, AZ

UnscoredInsufficient · 0
$3,999148,732 mi

Tucson, AZ

1997 Ford F-150

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

1997 Ford F-150

Tucson, AZ

UnscoredInsufficient · 0
$3,999202,514 mi

Tucson, AZ

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Tucson, AZ

UnscoredInsufficient · 3
$4,000152,000 mi

Comparison: 3 similar vehicles

Tucson, AZ

2007 Saturn ION 2

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

2007 Saturn ION 2

Tucson, AZ

UnscoredInsufficient · 0
$4,149123,428 mi

Tucson, AZ

2014 Chrysler 200 LX

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

2014 Chrysler 200 LX

Tucson, AZ

UnscoredInsufficient · 0
$4,200159,587 mi

Tucson, AZ

2003 Pontiac Bonneville SLE

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

2003 Pontiac Bonneville SLE

Tucson, AZ

UnscoredInsufficient · 0
$4,200145,100 mi

Tucson, AZ

2004 Toyota Corolla

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

2004 Toyota Corolla

Tucson, AZ

UnscoredInsufficient · 0
$4,399205,283 mi

Tucson, AZ

2006 Mazda MAZDA5 Sport

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

2006 Mazda MAZDA5 Sport

Tucson, AZ

UnscoredInsufficient · 0
$4,488146,000 mi

Tucson, AZ

2010 Ford Escape XLS

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

2010 Ford Escape XLS

Tucson, AZ

UnscoredInsufficient · 0
$4,495154,642 mi

Tucson, AZ

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Tucson, AZ

UnscoredInsufficient · 0
$4,495206,125 mi

Tucson, AZ

2004 Lincoln Town Car Signature

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

2004 Lincoln Town Car Signature

Tucson, AZ

UnscoredInsufficient · 0
$4,495194,576 mi

Tucson, AZ

2003 Mercedes-Benz C-Class C230 Kompressor

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

2003 Mercedes-Benz C-Class C230 Kompressor

Tucson, AZ

UnscoredInsufficient · 0
$4,495110,746 mi

Tucson, AZ

2008 Mercury Mariner Premier

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

2008 Mercury Mariner Premier

Tucson, AZ

UnscoredInsufficient · 0
$4,497192,399 mi

Tucson, AZ

2015 Nissan Altima SL

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

2015 Nissan Altima SL

Tucson, AZ

UnscoredLimited · 5
$4,499166,228 mi

Comparison: 5 similar vehicles

Tucson, AZ

2009 Chevrolet Malibu 1LS

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

2009 Chevrolet Malibu 1LS

Tucson, AZ

UnscoredInsufficient · 0
$4,499121,006 mi

Tucson, AZ

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Tucson, AZ

UnscoredLimited · 7
$4,499261,000 mi

Comparison: 7 similar vehicles

Tucson, AZ

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Tucson, AZ

UnscoredInsufficient · 4
$4,499169,372 mi

Comparison: 4 similar vehicles

Tucson, AZ

2007 Buick Lucerne CXS

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

2007 Buick Lucerne CXS

Tucson, AZ

UnscoredInsufficient · 0
$4,499107,809 mi

Tucson, AZ

2007 Saturn ION 3

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

2007 Saturn ION 3

Tucson, AZ

UnscoredInsufficient · 0
$4,499126,960 mi

Tucson, AZ

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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