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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

8,912 listings found

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

Mesa, AZ

UnscoredInsufficient · 0
$1,950229,214 mi

Mesa, AZ

2005 Chevrolet Uplander Base

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

2005 Chevrolet Uplander Base

Mesa, AZ

UnscoredInsufficient · 0
$2,500226,000 mi

Mesa, AZ

2007 Chrysler PT Cruiser Base

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

2007 Chrysler PT Cruiser Base

Mesa, AZ

UnscoredInsufficient · 0
$2,950119,874 mi

Mesa, AZ

2005 Chrysler Town & Country Touring

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

2005 Chrysler Town & Country Touring

Mesa, AZ

UnscoredInsufficient · 0
$2,980218,868 mi

Mesa, AZ

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Mesa, AZ

UnscoredInsufficient · 3
$3,000202,470 mi

Comparison: 3 similar vehicles

Mesa, AZ

2010 Toyota Yaris Base

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

2010 Toyota Yaris Base

Mesa, AZ

UnscoredInsufficient · 0
$3,300182,140 mi

Mesa, AZ

2007 Hyundai Santa Fe SE

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

2007 Hyundai Santa Fe SE

Mesa, AZ

UnscoredInsufficient · 0
$3,400210,883 mi

Mesa, AZ

2005 Toyota Avalon XL

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

2005 Toyota Avalon XL

Mesa, AZ

UnscoredInsufficient · 0
$3,500340,433 mi

Mesa, AZ

2003 Acura MDX Touring Package

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

2003 Acura MDX Touring Package

Mesa, AZ

UnscoredInsufficient · 0
$3,595244,531 mi

Mesa, AZ

2015 Nissan LEAF S

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

2015 Nissan LEAF S

Mesa, AZ

UnscoredInsufficient · 0
$3,84179,267 mi

Mesa, AZ

2008 Mitsubishi Eclipse Spyder GS

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

2008 Mitsubishi Eclipse Spyder GS

Mesa, AZ

UnscoredInsufficient · 0
$3,900160,802 mi

Mesa, AZ

2005 Saturn VUE Base

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

2005 Saturn VUE Base

Mesa, AZ

UnscoredInsufficient · 0
$3,900190,535 mi

Mesa, AZ

2014 Chevrolet Sonic LS

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

2014 Chevrolet Sonic LS

Mesa, AZ

UnscoredInsufficient · 0
$3,95093,897 mi

Mesa, AZ

2014 Cadillac CTS Coupe Base

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

2014 Cadillac CTS Coupe Base

Mesa, AZ

Unscored
$3,980194,372 mi

Comparison: 5 similar vehicles

Mesa, AZ

2011 Nissan Versa S

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

2011 Nissan Versa S

Mesa, AZ

UnscoredInsufficient · 0
$3,980115,622 mi

Mesa, AZ

2007 Toyota Camry Hybrid

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

2007 Toyota Camry Hybrid

Mesa, AZ

UnscoredInsufficient · 0
$3,980178,147 mi

Mesa, AZ

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

Mesa, AZ

UnscoredInsufficient · 0
$3,991142,096 mi

Mesa, AZ

2007 Chevrolet HHR LT

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

2007 Chevrolet HHR LT

Mesa, AZ

UnscoredInsufficient · 0
$3,991154,188 mi

Mesa, AZ

2011 Honda Odyssey EX

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

2011 Honda Odyssey EX

Mesa, AZ

UnscoredInsufficient · 0
$3,995247,075 mi

Mesa, AZ

2010 Mercury Milan Base

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

2010 Mercury Milan Base

Mesa, AZ

UnscoredInsufficient · 0
$3,995142,531 mi

Mesa, AZ

2008 Hyundai Sonata GLS

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

2008 Hyundai Sonata GLS

Mesa, AZ

UnscoredInsufficient · 0
$3,995258,837 mi

Mesa, AZ

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Mesa, AZ

Unscored
$3,999202,250 mi

Comparison: 5 similar vehicles

Mesa, AZ

2005 Nissan Quest S

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

2005 Nissan Quest S

Mesa, AZ

UnscoredInsufficient · 0
$3,99992,214 mi

Mesa, AZ

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Mesa, AZ

UnscoredInsufficient · 0
$4,095192,250 mi

Mesa, AZ

2006 Acura TL Base

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

2006 Acura TL Base

Mesa, AZ

UnscoredInsufficient · 0
$4,100165,837 mi

Mesa, AZ

2005 Chrysler Crossfire Limited

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

2005 Chrysler Crossfire Limited

Mesa, AZ

UnscoredInsufficient · 0
$4,40099,205 mi

Mesa, AZ

2015 Nissan LEAF SL

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

2015 Nissan LEAF SL

Mesa, AZ

UnscoredInsufficient · 0
$4,48356,529 mi

Mesa, AZ

2009 Chevrolet HHR LS

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

2009 Chevrolet HHR LS

Mesa, AZ

UnscoredInsufficient · 0
$4,491126,095 mi

Mesa, AZ

2008 Chevrolet HHR LT

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

2008 Chevrolet HHR LT

Mesa, AZ

UnscoredInsufficient · 0
$4,491107,399 mi

Mesa, AZ

2010 Kia Soul Exclaim

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

2010 Kia Soul Exclaim

Mesa, AZ

UnscoredInsufficient · 0
$4,495146,011 mi

Mesa, AZ

2007 Nissan Xterra S

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

2007 Nissan Xterra S

Mesa, AZ

UnscoredInsufficient · 0
$4,495193,537 mi

Mesa, AZ

2017 Hyundai Accent SE

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

2017 Hyundai Accent SE

Mesa, AZ

Unscored
$4,500131,200 mi

Comparison: 13 similar vehicles

Mesa, AZ

2016 Buick Encore Leather

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

2016 Buick Encore Leather

Mesa, AZ

Salvage title
$4,500105,965 mi

Mesa, AZ

2006 Subaru B9 Tribeca

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

2006 Subaru B9 Tribeca

Mesa, AZ

UnscoredInsufficient · 0
$4,500212,902 mi

Mesa, AZ

1999 Toyota Rav4 Base

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

1999 Toyota Rav4 Base

Mesa, AZ

UnscoredInsufficient · 0
$4,500227,645 mi

Mesa, AZ

1997 Buick LeSabre LIMITED

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

1997 Buick LeSabre LIMITED

Mesa, AZ

UnscoredInsufficient · 0
$4,550102,337 mi

Mesa, AZ

2004 Chrysler Sebring LX

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

2004 Chrysler Sebring LX

Mesa, AZ

UnscoredInsufficient · 0
$4,590102,833 mi

Mesa, AZ

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Mesa, AZ

Unscored
$4,695156,900 mi

Comparison: 12 similar vehicles

Mesa, AZ

2008 Honda CR-V EX-L

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

2008 Honda CR-V EX-L

Mesa, AZ

UnscoredInsufficient · 0
$4,700237,122 mi

Mesa, AZ

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

Mesa, AZ

UnscoredInsufficient · 0
$4,85088,955 mi

Mesa, AZ

2015 FIAT 500 Pop

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

2015 FIAT 500 Pop

Mesa, AZ

Unscored
$4,900136,337 mi

Comparison: 5 similar vehicles

Mesa, AZ

2012 Honda Insight EX

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

2012 Honda Insight EX

Mesa, AZ

UnscoredInsufficient · 0
$4,900254,143 mi

Mesa, AZ

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

Mesa, AZ

UnscoredInsufficient · 0
$4,900107,894 mi

Mesa, AZ

1996 Ford Ranger XL

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

1996 Ford Ranger XL

Mesa, AZ

UnscoredInsufficient · 0
$4,900242,242 mi

Mesa, AZ

1992 Ford Ranger XL

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

1992 Ford Ranger XL

Mesa, AZ

UnscoredInsufficient · 0
$4,900177,650 mi

Mesa, AZ

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Mesa, AZ

UnscoredInsufficient · 0
$4,950122,269 mi

Mesa, AZ

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Mesa, AZ

Unscored
$4,953283,940 mi

Comparison: 8 similar vehicles

Mesa, AZ

2015 Chevrolet Spark 2LT

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

2015 Chevrolet Spark 2LT

Mesa, AZ

UnscoredInsufficient · 0
$4,97093,089 mi

Mesa, AZ

2014 Hyundai Elantra GT Base

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

2014 Hyundai Elantra GT Base

Mesa, AZ

Salvage title
$4,980164,884 mi

Mesa, AZ

2014 FIAT 500L Easy

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

2014 FIAT 500L Easy

Mesa, AZ

UnscoredInsufficient · 0
$4,98099,190 mi

Mesa, AZ

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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