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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

2,937 listings found

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

2012 Nissan Altima S

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

2012 Nissan Altima S

Chandler, AZ

UnscoredInsufficient · 3
$3,975148,071 mi

Comparison: 3 similar vehicles

Chandler, 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

UnscoredLimited · 5
$3,980194,372 mi

Comparison: 5 similar vehicles

Mesa, AZ

2009 Chevrolet Cobalt LS

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

2009 Chevrolet Cobalt LS

Yuma, AZ

UnscoredInsufficient · 0
$3,997161,652 mi

Yuma, AZ

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Yuma, AZ

UnscoredInsufficient · 3
$3,997160,101 mi

Comparison: 3 similar vehicles

Yuma, AZ

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Scottsdale, AZ

UnscoredInsufficient · 0
$3,999198,527 mi

Scottsdale, AZ

2004 Chevrolet Monte Carlo LS

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

2004 Chevrolet Monte Carlo LS

Scottsdale, AZ

UnscoredInsufficient · 0
$3,999112,000 mi

Scottsdale, AZ

2001 Honda Civic LX

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

2001 Honda Civic LX

El Mirage, AZ

UnscoredInsufficient · 0
$3,999132,452 mi

El Mirage, AZ

2004 Toyota Camry Solara Sport

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

2004 Toyota Camry Solara Sport

Mesa, AZ

UnscoredInsufficient · 0
$4,400100,753 mi

Mesa, AZ

2004 INFINITI G35 Sport Coupe Base

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

2004 INFINITI G35 Sport Coupe Base

Phoenix, AZ

UnscoredInsufficient · 0
$4,450205,600 mi

Phoenix, AZ

2002 Chevrolet Cavalier Base

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

2002 Chevrolet Cavalier Base

Somerton, AZ

UnscoredInsufficient · 0
$4,495116,860 mi

Somerton, AZ

2014 Honda Civic EX

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

2014 Honda Civic EX

Phoenix, AZ

UnscoredLimited · 13
$4,500208,351 mi

Comparison: 13 similar vehicles

Phoenix, AZ

2013 Ford Mustang V6

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

2013 Ford Mustang V6

Phoenix, AZ

UnscoredInsufficient · 3
$4,500185,497 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2005 Chevrolet Monte Carlo LS

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

2005 Chevrolet Monte Carlo LS

Tucson, AZ

UnscoredInsufficient · 0
$4,697140,996 mi

Tucson, AZ

2008 Honda Civic LX

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

2008 Honda Civic LX

Chandler, AZ

UnscoredInsufficient · 3
$4,900160,866 mi

Comparison: 3 similar vehicles

Chandler, AZ

2009 Mitsubishi Eclipse GS

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

2009 Mitsubishi Eclipse GS

Tucson, AZ

UnscoredInsufficient · 0
$4,988141,000 mi

Tucson, AZ

2007 Ford Mustang Deluxe

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

2007 Ford Mustang Deluxe

Phoenix, AZ

UnscoredInsufficient · 0
$4,995147,586 mi

Phoenix, AZ

2007 Honda Civic EX

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

2007 Honda Civic EX

Somerton, AZ

UnscoredInsufficient · 0
$4,995180,251 mi

Somerton, AZ

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Mesa, AZ

UnscoredInsufficient · 0
$4,995128,038 mi

Mesa, AZ

2000 Toyota Camry Solara Base

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

2000 Toyota Camry Solara Base

Phoenix, AZ

UnscoredInsufficient · 0
$4,995208,000 mi

Phoenix, AZ

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Phoenix, AZ

UnscoredInsufficient · 4
$5,450120,000 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Avondale, AZ

UnscoredInsufficient · 3
$5,477123,282 mi

Comparison: 3 similar vehicles

Avondale, AZ

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Somerton, AZ

UnscoredLimited · 5
$5,495143,545 mi

Comparison: 5 similar vehicles

Somerton, AZ

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Phoenix, AZ

UnscoredLimited · 7
$5,500180,031 mi

Comparison: 7 similar vehicles

Phoenix, AZ

2014 Scion tC Base

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

2014 Scion tC Base

Phoenix, AZ

UnscoredInsufficient · 0
$5,500185,935 mi

Phoenix, AZ

2010 Audi A5 Premium

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

2010 Audi A5 Premium

Phoenix, AZ

UnscoredInsufficient · 0
$5,500135,000 mi

Phoenix, AZ

2007 INFINITI G 35

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

2007 INFINITI G 35

Tucson, AZ

UnscoredInsufficient · 0
$5,500179,000 mi

Tucson, AZ

2008 Audi TT Base

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

2008 Audi TT Base

Mesa, AZ

UnscoredInsufficient · 0
$5,590167,252 mi

Mesa, AZ

2013 Honda Accord EX-L V6

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

2013 Honda Accord EX-L V6

Chandler, AZ

UnscoredLimited · 5
$5,750139,525 mi

Comparison: 5 similar vehicles

Chandler, AZ

2007 Honda Civic EX

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

2007 Honda Civic EX

Tucson, AZ

UnscoredInsufficient · 0
$5,797185,473 mi

Tucson, AZ

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Phoenix, AZ

UnscoredLimited · 5
$5,900257,207 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Chandler, AZ

UnscoredLimited · 12
$5,900177,704 mi

Comparison: 12 similar vehicles

Chandler, AZ

2016 Kia Forte Koup EX

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

2016 Kia Forte Koup EX

Chandler, AZ

UnscoredInsufficient · 0
$5,97587,642 mi

Chandler, AZ

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Phoenix, AZ

UnscoredLimited · 5
$5,995202,886 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Phoenix, AZ

UnscoredInsufficient · 4
$5,995122,802 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2009 Mazda RX-8 Sport

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

2009 Mazda RX-8 Sport

Yuma, AZ

UnscoredInsufficient · 0
$5,999114,379 mi

Yuma, AZ

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Tempe, AZ

UnscoredInsufficient · 0
$5,999125,202 mi

Tempe, AZ

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Phoenix, AZ

UnscoredInsufficient · 0
$6,000162,984 mi

Phoenix, AZ

2011 Honda Civic LX

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

2011 Honda Civic LX

Phoenix, AZ

UnscoredInsufficient · 0
$6,466155,535 mi

Phoenix, AZ

2008 Honda Civic LX

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

2008 Honda Civic LX

Tucson, AZ

UnscoredInsufficient · 3
$6,500120,000 mi

Comparison: 3 similar vehicles

Tucson, AZ

2013 Kia Forte Koup EX

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

2013 Kia Forte Koup EX

Tucson, AZ

UnscoredInsufficient · 4
$6,56994,490 mi

Comparison: 4 similar vehicles

Tucson, AZ

2008 Nissan Altima S

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

2008 Nissan Altima S

Phoenix, AZ

UnscoredInsufficient · 3
$6,77790,000 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2009 Honda Civic LX

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

2009 Honda Civic LX

Phoenix, AZ

UnscoredLimited · 5
$6,800117,927 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2013 MINI Cooper S

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

2013 MINI Cooper S

Phoenix, AZ

Fair PriceLimited · 10
$6,900101,352 mi

Market: $6,200 – $12,590

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

Phoenix, AZ

2012 Honda Civic LX

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

2012 Honda Civic LX

Chandler, AZ

UnscoredLimited · 9
$6,900159,215 mi

Comparison: 9 similar vehicles

Chandler, AZ

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Phoenix, AZ

UnscoredInsufficient · 0
$6,949144,699 mi

Phoenix, AZ

2015 Scion tC Base

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

2015 Scion tC Base

Chandler, AZ

UnscoredInsufficient · 0
$6,950155,148 mi

Chandler, AZ

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Phoenix, AZ

UnscoredLimited · 11
$6,950166,571 mi

Comparison: 11 similar vehicles

Phoenix, AZ

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Chandler, AZ

UnscoredInsufficient · 3
$6,950166,423 mi

Comparison: 3 similar vehicles

Chandler, AZ

2011 Scion tC Base

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

2011 Scion tC Base

Mesa, AZ

UnscoredInsufficient · 0
$6,964134,471 mi

Mesa, 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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