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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 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 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

13,226 listings found

1999 Lincoln Navigator Base

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

1999 Lincoln Navigator Base

Modesto, CA

UnscoredInsufficient · 0
$2,350183,332 mi

Modesto, CA

1996 Chevrolet Suburban

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

1996 Chevrolet Suburban

Modesto, CA

UnscoredInsufficient · 0
$2,799192,510 mi

Modesto, CA

2000 GMC Savana

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

2000 GMC Savana

Modesto, CA

UnscoredInsufficient · 0
$2,950216,861 mi

Modesto, CA

1998 Toyota Camry LE

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

1998 Toyota Camry LE

Riverbank, CA

UnscoredInsufficient · 0
$2,995210,339 mi

Riverbank, CA

2013 Nissan LEAF S

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

2013 Nissan LEAF S

Modesto, CA

UnscoredInsufficient · 4
$2,999124,100 mi

Comparison: 4 similar vehicles

Modesto, CA

2011 Nissan LEAF SL

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

2011 Nissan LEAF SL

Modesto, CA

UnscoredInsufficient · 3
$2,99965,012 mi

Comparison: 3 similar vehicles

Modesto, CA

2001 Toyota Avalon XL

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

2001 Toyota Avalon XL

Modesto, CA

UnscoredInsufficient · 0
$2,999210,578 mi

Modesto, CA

1999 Honda Accord EX LEATHER

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

1999 Honda Accord EX LEATHER

Modesto, CA

UnscoredInsufficient · 0
$2,999308,478 mi

Modesto, CA

2012 Honda Accord LX

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

2012 Honda Accord LX

Ceres, CA

Unscored
$3,000245,062 mi

Comparison: 8 similar vehicles

Ceres, CA

2001 Ford Windstar SE

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

2001 Ford Windstar SE

Riverbank, CA

UnscoredInsufficient · 0
$3,495102,158 mi

Riverbank, CA

2005 Honda Accord LX

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

2005 Honda Accord LX

Modesto, CA

UnscoredInsufficient · 3
$3,533250,000 mi

Comparison: 3 similar vehicles

Modesto, CA

2007 Lexus GS 450h

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

2007 Lexus GS 450h

Modesto, CA

UnscoredInsufficient · 0
$3,550191,064 mi

Modesto, CA

2006 Chrysler PT Cruiser Touring Edition

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

2006 Chrysler PT Cruiser Touring Edition

Jackson, CA

UnscoredInsufficient · 0
$3,595Mileage not verified

Jackson, CA

2005 Acura TL Base

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

2005 Acura TL Base

Modesto, CA

UnscoredInsufficient · 3
$3,700248,540 mi

Comparison: 3 similar vehicles

Modesto, CA

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Turlock, CA

UnscoredInsufficient · 0
$3,799146,600 mi

Turlock, CA

1999 Ford Econoline Van COMMERCIAL

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

1999 Ford Econoline Van COMMERCIAL

Modesto, CA

UnscoredInsufficient · 0
$3,833214,217 mi

Modesto, CA

2007 Volkswagen New Beetle 2.5

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

2007 Volkswagen New Beetle 2.5

Jackson, CA

UnscoredInsufficient · 0
$3,895158,965 mi

Jackson, CA

2008 Ford Escape Hybrid

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

2008 Ford Escape Hybrid

Modesto, CA

UnscoredInsufficient · 4
$3,995174,899 mi

Comparison: 4 similar vehicles

Modesto, CA

2007 INFINITI G 35 Sport

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

2007 INFINITI G 35 Sport

Modesto, CA

UnscoredInsufficient · 0
$3,995211,855 mi

Modesto, CA

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Riverbank, CA

UnscoredInsufficient · 0
$3,995205,410 mi

Riverbank, CA

2004 INFINITI FX45 Base

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

2004 INFINITI FX45 Base

Modesto, CA

UnscoredInsufficient · 0
$3,995234,550 mi

Modesto, CA

2004 Kia Sorento EX

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

2004 Kia Sorento EX

Modesto, CA

UnscoredInsufficient · 0
$3,995148,979 mi

Modesto, CA

2000 Nissan Xterra XE

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

2000 Nissan Xterra XE

Jackson, CA

UnscoredInsufficient · 0
$3,995Mileage not verified

Jackson, CA

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Modesto, CA

UnscoredInsufficient · 0
$3,999127,582 mi

Modesto, CA

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Modesto, CA

UnscoredInsufficient · 4
$3,999170,000 mi

Comparison: 4 similar vehicles

Modesto, CA

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Modesto, CA

UnscoredInsufficient · 4
$3,999173,341 mi

Comparison: 4 similar vehicles

Modesto, CA

2010 Nissan Altima S

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

2010 Nissan Altima S

Modesto, CA

Unscored
$3,999138,823 mi

Comparison: 8 similar vehicles

Modesto, CA

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Modesto, CA

Unscored
$3,999239,824 mi

Comparison: 6 similar vehicles

Modesto, CA

2008 Toyota Corolla CE

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

2008 Toyota Corolla CE

Modesto, CA

UnscoredInsufficient · 0
$3,999218,913 mi

Modesto, CA

2006 Chrysler PT Cruiser GT

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

2006 Chrysler PT Cruiser GT

Modesto, CA

UnscoredInsufficient · 0
$3,99990,001 mi

Modesto, CA

2006 Mercedes-Benz C-Class C230 Sport

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

2006 Mercedes-Benz C-Class C230 Sport

Modesto, CA

UnscoredInsufficient · 3
$3,999186,888 mi

Comparison: 3 similar vehicles

Modesto, CA

2004 Saturn ION 3

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

2004 Saturn ION 3

Modesto, CA

UnscoredInsufficient · 0
$3,999157,350 mi

Modesto, CA

2004 Subaru Outback Base

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

2004 Subaru Outback Base

Modesto, CA

UnscoredInsufficient · 0
$3,999138,347 mi

Modesto, CA

1999 Jaguar XK Series Base

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

1999 Jaguar XK Series Base

Modesto, CA

UnscoredInsufficient · 0
$3,99998,021 mi

Modesto, CA

1998 Ford Explorer

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

1998 Ford Explorer

Manteca, CA

UnscoredInsufficient · 0
$3,999206,223 mi

Manteca, CA

2003 BMW 3 Series 325

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

2003 BMW 3 Series 325

Turlock, CA

UnscoredInsufficient · 0
$4,299149,667 mi

Turlock, CA

2002 Kia Optima LX V6

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

2002 Kia Optima LX V6

Modesto, CA

UnscoredInsufficient · 0
$4,299117,902 mi

Modesto, CA

2007 Ford Mustang Premium

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

2007 Ford Mustang Premium

Modesto, CA

UnscoredInsufficient · 0
$4,433200,123 mi

Modesto, CA

1998 GMC Sonoma SLS

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

1998 GMC Sonoma SLS

Modesto, CA

UnscoredInsufficient · 0
$4,433168,175 mi

Modesto, CA

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Riverbank, CA

Unscored
$4,495171,125 mi

Comparison: 6 similar vehicles

Riverbank, CA

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Riverbank, CA

UnscoredInsufficient · 0
$4,49596,285 mi

Riverbank, CA

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Riverbank, CA

UnscoredInsufficient · 0
$4,495129,863 mi

Riverbank, CA

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Riverbank, CA

UnscoredInsufficient · 0
$4,495205,118 mi

Riverbank, CA

2002 BMW 3 Series Base

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

2002 BMW 3 Series Base

Riverbank, CA

Unscored
$4,495163,742 mi

Comparison: 14 similar vehicles

Riverbank, CA

2000 Acura TL Base

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

2000 Acura TL Base

Riverbank, CA

UnscoredInsufficient · 0
$4,495195,127 mi

Riverbank, CA

2000 Chrysler 300M Base

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

2000 Chrysler 300M Base

Riverbank, CA

UnscoredInsufficient · 0
$4,495140,769 mi

Riverbank, CA

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Modesto, CA

Unscored
$4,499171,760 mi

Comparison: 6 similar vehicles

Modesto, CA

2005 Mazda MPV LX

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

2005 Mazda MPV LX

Modesto, CA

UnscoredInsufficient · 0
$4,50090,399 mi

Modesto, CA

2005 Subaru Outback I

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

2005 Subaru Outback I

Merced, CA

UnscoredInsufficient · 3
$4,550179,982 mi

Comparison: 3 similar vehicles

Merced, CA

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

Modesto, CA

UnscoredInsufficient · 0
$4,800119,286 mi

Modesto, CA

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 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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