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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 15, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

14,728 listings found

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Fort Worth, TX

Unscored
$2,499Mileage not verified

Comparison: 5 similar vehicles

Fort Worth, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Fort Worth, TX

Unscored
$2,500166,939 mi

Comparison: 12 similar vehicles

Fort Worth, TX

2001 Isuzu Rodeo LS

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

2001 Isuzu Rodeo LS

Fort Worth, TX

UnscoredInsufficient · 0
$2,500173,700 mi

Fort Worth, TX

2003 Honda Accord EX

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

2003 Honda Accord EX

Fort Worth, TX

UnscoredInsufficient · 4
$2,800177,526 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2004 Mercedes-Benz S-Class S430

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

2004 Mercedes-Benz S-Class S430

Fort Worth, TX

UnscoredInsufficient · 0
$2,995151,806 mi

Fort Worth, TX

2014 Nissan Pathfinder SV

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

2014 Nissan Pathfinder SV

Fort Worth, TX

UnscoredInsufficient · 4
$2,999165,536 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Fort Worth, TX

Unscored
$2,999Mileage not verified

Comparison: 8 similar vehicles

Fort Worth, TX

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Fort Worth, TX

UnscoredInsufficient · 3
$2,999Mileage not verified

Comparison: 3 similar vehicles

Fort Worth, TX

2006 Acura MDX Touring Package

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

2006 Acura MDX Touring Package

Fort Worth, TX

UnscoredInsufficient · 3
$3,350190,657 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2011 Audi A4 Premium

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

2011 Audi A4 Premium

Fort Worth, TX

UnscoredInsufficient · 3
$3,499122,130 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2004 Suzuki Aerio SX

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

2004 Suzuki Aerio SX

Fort Worth, TX

UnscoredInsufficient · 0
$3,500144,469 mi

Fort Worth, TX

2001 Toyota Celica GT

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

2001 Toyota Celica GT

Fort Worth, TX

UnscoredInsufficient · 0
$3,500204,419 mi

Fort Worth, TX

2003 Toyota Corolla S

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

2003 Toyota Corolla S

Fort Worth, TX

UnscoredInsufficient · 0
$3,699148,954 mi

Fort Worth, TX

2013 Chrysler 200 LX

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

2013 Chrysler 200 LX

Fort Worth, TX

UnscoredInsufficient · 0
$3,700146,575 mi

Fort Worth, TX

2006 Nissan Murano SL

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

2006 Nissan Murano SL

Fort Worth, TX

UnscoredInsufficient · 0
$3,700197,638 mi

Fort Worth, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Fort Worth, TX

Unscored
$3,900191,449 mi

Comparison: 18 similar vehicles

Fort Worth, TX

2010 Lexus IS 250

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

2010 Lexus IS 250

Fort Worth, TX

Unscored
$3,950211,176 mi

Comparison: 7 similar vehicles

Fort Worth, TX

2008 Mazda CX-9 Touring

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

2008 Mazda CX-9 Touring

Fort Worth, TX

UnscoredInsufficient · 0
$3,995264,186 mi

Fort Worth, TX

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Fort Worth, TX

Unscored
$3,999150,000 mi

Comparison: 8 similar vehicles

Fort Worth, TX

2014 Kia Forte LX

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

2014 Kia Forte LX

Fort Worth, TX

UnscoredInsufficient · 4
$3,999164,066 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2012 Mitsubishi Lancer ES

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

2012 Mitsubishi Lancer ES

Fort Worth, TX

UnscoredInsufficient · 0
$3,999161,616 mi

Fort Worth, TX

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Fort Worth, TX

UnscoredInsufficient · 0
$3,999Mileage not verified

Fort Worth, TX

2007 Toyota Yaris S

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

2007 Toyota Yaris S

Fort Worth, TX

UnscoredInsufficient · 0
$3,999Mileage not verified

Fort Worth, TX

2005 Mercedes-Benz C-Class C240

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

2005 Mercedes-Benz C-Class C240

Fort Worth, TX

UnscoredInsufficient · 0
$3,999Mileage not verified

Fort Worth, TX

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

Fort Worth, TX

Unscored
$4,199159,261 mi

Comparison: 8 similar vehicles

Fort Worth, TX

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Fort Worth, TX

UnscoredInsufficient · 4
$4,200215,940 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2012 Toyota Venza LE

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

2012 Toyota Venza LE

Fort Worth, TX

UnscoredInsufficient · 3
$4,350255,038 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Fort Worth, TX

Unscored
$4,495150,000 mi

Comparison: 11 similar vehicles

Fort Worth, TX

2012 Hyundai Genesis 3.8

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

2012 Hyundai Genesis 3.8

Fort Worth, TX

Unscored
$4,495169,000 mi

Comparison: 9 similar vehicles

Fort Worth, TX

2003 INFINITI I35 Luxury

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

2003 INFINITI I35 Luxury

Fort Worth, TX

UnscoredInsufficient · 0
$4,495104,493 mi

Fort Worth, TX

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Fort Worth, TX

UnscoredInsufficient · 4
$4,499161,055 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2013 Honda Civic LX

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

2013 Honda Civic LX

Fort Worth, TX

Unscored
$4,499250,010 mi

Comparison: 17 similar vehicles

Fort Worth, TX

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Fort Worth, TX

Unscored
$4,500123,000 mi

Comparison: 15 similar vehicles

Fort Worth, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Fort Worth, TX

Fair PriceLimited · 18
$4,500114,981 mi

Market: $2,500 – $7,857

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

Fort Worth, TX

2010 Nissan Altima S

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

2010 Nissan Altima S

Fort Worth, TX

Fair PriceLimited · 16
$4,500Mileage not verified

Market: $2,995 – $8,500

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 273 days listed (based on current market benchmarks)

Fort Worth, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Fort Worth, TX

Fair PriceModerate · 22
$4,600119,000 mi

Market: $4,500 – $10,990

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Fort Worth, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Fort Worth, TX

Fair PriceModerate · 22
$4,600113,000 mi

Market: $4,500 – $10,990

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Fort Worth, TX

2014 Toyota Camry L

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

2014 Toyota Camry L

Fort Worth, TX

UnscoredInsufficient · 4
$4,650218,741 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Fort Worth, TX

Unscored
$4,700127,000 mi

Comparison: 12 similar vehicles

Fort Worth, TX

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Fort Worth, TX

Unscored
$4,750187,787 mi

Comparison: 13 similar vehicles

Fort Worth, TX

2007 Toyota Corolla S

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

2007 Toyota Corolla S

Fort Worth, TX

UnscoredInsufficient · 0
$4,800Mileage not verified

Fort Worth, TX

2016 Hyundai Sonata Limited

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

2016 Hyundai Sonata Limited

Fort Worth, TX

Unscored
$4,850199,738 mi

Comparison: 5 similar vehicles

Fort Worth, TX

2014 Toyota Corolla LE

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

2014 Toyota Corolla LE

Fort Worth, TX

Unscored
$4,850197,982 mi

Comparison: 13 similar vehicles

Fort Worth, TX

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Fort Worth, TX

Unscored
$4,850179,865 mi

Comparison: 7 similar vehicles

Fort Worth, TX

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Fort Worth, TX

UnscoredInsufficient · 4
$4,888150,112 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2016 Ford Focus SE

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

2016 Ford Focus SE

Fort Worth, TX

Unscored
$4,900144,000 mi

Comparison: 15 similar vehicles

Fort Worth, TX

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Fort Worth, TX

Unscored
$4,900108,573 mi

Comparison: 8 similar vehicles

Fort Worth, TX

2015 Nissan Rogue S

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

2015 Nissan Rogue S

Fort Worth, TX

Unscored
$4,900135,445 mi

Comparison: 7 similar vehicles

Fort Worth, TX

2013 Hyundai Sonata Hybrid Limited

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

2013 Hyundai Sonata Hybrid Limited

Fort Worth, TX

UnscoredInsufficient · 4
$4,900113,900 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2008 Audi A4 Base

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

2008 Audi A4 Base

Fort Worth, TX

Salvage title
$4,900121,948 mi

Fort Worth, TX

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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