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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

17,904 listings found

2012 Hyundai Elantra Limited

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

2012 Hyundai Elantra Limited

Phoenix, AZ

UnscoredInsufficient · 0
$2,495205,782 mi

Phoenix, AZ

2008 Volkswagen Jetta SEL

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

2008 Volkswagen Jetta SEL

Phoenix, AZ

UnscoredInsufficient · 0
$2,495240,303 mi

Phoenix, AZ

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Phoenix, AZ

UnscoredLimited · 10
$2,500155,871 mi

Comparison: 10 similar vehicles

Phoenix, AZ

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

2006 Nissan Altima S

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

2006 Nissan Altima S

Phoenix, AZ

UnscoredInsufficient · 0
$2,500137,337 mi

Phoenix, AZ

2008 Mercury Grand Marquis LS

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

2008 Mercury Grand Marquis LS

Chandler, AZ

UnscoredLimited · 8
$2,699235,660 mi

Comparison: 8 similar vehicles

Chandler, AZ

2011 Kia Forte LX

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

2011 Kia Forte LX

Phoenix, AZ

UnscoredInsufficient · 0
$2,750152,590 mi

Phoenix, AZ

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Phoenix, AZ

UnscoredInsufficient · 0
$2,800125,723 mi

Phoenix, AZ

2005 Ford Taurus SEL

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

2005 Ford Taurus SEL

Kingman, AZ

UnscoredInsufficient · 0
$2,888139,722 mi

Kingman, AZ

2017 Ford Fiesta SE

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

2017 Ford Fiesta SE

Phoenix, AZ

Salvage title
$2,90099,905 mi

Phoenix, AZ

2011 Subaru Legacy I Limited

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

2011 Subaru Legacy I Limited

Phoenix, AZ

UnscoredInsufficient · 0
$2,900169,427 mi

Phoenix, AZ

2007 Mercury Milan Base

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

2007 Mercury Milan Base

Cottonwood, AZ

UnscoredInsufficient · 0
$2,900201,312 mi

Cottonwood, AZ

2005 Dodge Stratus R/T

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

2005 Dodge Stratus R/T

Chandler, AZ

UnscoredInsufficient · 0
$2,900138,532 mi

Chandler, AZ

2000 Honda Accord EX

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

2000 Honda Accord EX

Chandler, AZ

UnscoredInsufficient · 3
$2,900258,120 mi

Comparison: 3 similar vehicles

Chandler, AZ

2011 Buick LaCrosse CX

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

2011 Buick LaCrosse CX

Phoenix, AZ

UnscoredInsufficient · 0
$2,950215,000 mi

Phoenix, AZ

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Chandler, AZ

UnscoredInsufficient · 0
$2,975146,948 mi

Chandler, AZ

2016 Kia Optima LX Hybrid

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

2016 Kia Optima LX Hybrid

Phoenix, AZ

UnscoredInsufficient · 0
$2,999220,902 mi

Phoenix, AZ

2007 Lincoln MKZ Base

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

2007 Lincoln MKZ Base

Phoenix, AZ

UnscoredInsufficient · 0
$2,999137,099 mi

Phoenix, AZ

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Glendale, AZ

UnscoredInsufficient · 0
$2,999181,151 mi

Glendale, AZ

2012 BMW 5 Series 535i

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

2012 BMW 5 Series 535i

Phoenix, AZ

UnscoredInsufficient · 0
$3,000159,127 mi

Phoenix, 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 · 0
$3,000202,470 mi

Mesa, AZ

2006 Ford Five Hundred SE

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

2006 Ford Five Hundred SE

Phoenix, AZ

UnscoredInsufficient · 0
$3,000258,844 mi

Phoenix, AZ

2003 Buick LeSabre Custom

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

2003 Buick LeSabre Custom

Phoenix, AZ

UnscoredInsufficient · 0
$3,000142,522 mi

Phoenix, AZ

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Phoenix, AZ

UnscoredInsufficient · 0
$3,299122,577 mi

Phoenix, AZ

2007 Kia Rio LX

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

2007 Kia Rio LX

Prescott, AZ

UnscoredInsufficient · 3
$3,349208,408 mi

Comparison: 3 similar vehicles

Prescott, 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

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
$3,400182,140 mi

Mesa, AZ

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Phoenix, AZ

UnscoredInsufficient · 0
$3,48878,000 mi

Phoenix, 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

2002 Saturn S-Series SL2

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

2002 Saturn S-Series SL2

Mesa, AZ

UnscoredInsufficient · 0
$3,491111,944 mi

Mesa, AZ

2013 Kia Rio EX

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

2013 Kia Rio EX

Tempe, AZ

UnscoredInsufficient · 0
$3,495141,051 mi

Tempe, AZ

2011 Nissan Altima S

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

2011 Nissan Altima S

Phoenix, AZ

UnscoredInsufficient · 4
$3,495171,070 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Scottsdale, AZ

UnscoredLimited · 7
$3,495192,597 mi

Comparison: 7 similar vehicles

Scottsdale, AZ

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Casa Grande, AZ

UnscoredInsufficient · 0
$3,495147,723 mi

Casa Grande, 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

2001 Mercedes-Benz E-Class E320

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

2001 Mercedes-Benz E-Class E320

Phoenix, AZ

UnscoredInsufficient · 0
$3,499188,451 mi

Phoenix, AZ

2015 Dodge Dart SE

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

2015 Dodge Dart SE

Phoenix, AZ

UnscoredInsufficient · 0
$3,500122,120 mi

Phoenix, AZ

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Phoenix, AZ

Salvage title
$3,500137,681 mi

Phoenix, AZ

2014 Ford Focus SE

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

2014 Ford Focus SE

Phoenix, AZ

Great DealLimited · 13
$3,500106,959 mi

Market: $4,850 – $9,998

Comparison: 13 similar vehicles

Competitively priced ~28% below the typical range compared to similar vehicles · 121 days listed (based on current market benchmarks)

Phoenix, AZ

2013 Kia Rio EX

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

2013 Kia Rio EX

Phoenix, AZ

UnscoredInsufficient · 0
$3,500123,517 mi

Phoenix, AZ

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Phoenix, AZ

UnscoredInsufficient · 3
$3,500136,507 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Phoenix, AZ

UnscoredInsufficient · 4
$3,500131,696 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2011 Chevrolet Aveo 1LT

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

2011 Chevrolet Aveo 1LT

Cottonwood, AZ

UnscoredInsufficient · 0
$3,500128,177 mi

Cottonwood, 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

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

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 Ford Focus SE

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

2003 Ford Focus SE

Phoenix, AZ

UnscoredInsufficient · 0
$3,50050,535 mi

Phoenix, AZ

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

Phoenix, AZ

UnscoredInsufficient · 0
$3,500140,853 mi

Phoenix, 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

2013 Nissan Sentra S

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

2013 Nissan Sentra S

Phoenix, AZ

UnscoredInsufficient · 0
$3,700185,165 mi

Phoenix, 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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