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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

1,920 listings found

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Quincy, FL

UnscoredLimited · 11
$2,668257,057 mi

Comparison: 11 similar vehicles

Quincy, FL

2006 Cadillac STS Base

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

2006 Cadillac STS Base

Norman Park, GA

UnscoredInsufficient · 0
$2,900179,251 mi

Norman Park, GA

2006 Ford Fusion S

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

2006 Ford Fusion S

Tallahassee, FL

UnscoredInsufficient · 0
$2,950169,648 mi

Tallahassee, FL

No Photo

2010 Saab 9-3 1SA

Tallahassee, FL

UnscoredInsufficient · 0
$2,995186,323 mi

Tallahassee, FL

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Tallahassee, FL

UnscoredInsufficient · 0
$2,995252,815 mi

Tallahassee, FL

2004 Chevrolet Cavalier Base

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

2004 Chevrolet Cavalier Base

Tallahassee, FL

UnscoredInsufficient · 0
$2,995176,959 mi

Tallahassee, FL

2003 Acura TL Base

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

2003 Acura TL Base

Tallahassee, FL

UnscoredInsufficient · 0
$2,995345,686 mi

Tallahassee, FL

No Photo

2010 Ford Focus SE

Tallahassee, FL

UnscoredLimited · 16
$3,200160,083 mi

Comparison: 16 similar vehicles

Tallahassee, FL

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Crawfordville, FL

UnscoredInsufficient · 0
$3,500188,847 mi

Crawfordville, FL

2008 Toyota Camry LE

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

2008 Toyota Camry LE

Tallahassee, FL

UnscoredLimited · 6
$3,800197,200 mi

Comparison: 6 similar vehicles

Tallahassee, FL

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Norman Park, GA

UnscoredLimited · 18
$3,900193,639 mi

Comparison: 18 similar vehicles

Norman Park, GA

2012 Buick Verano 1SD

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

2012 Buick Verano 1SD

Norman Park, GA

UnscoredInsufficient · 0
$3,900184,797 mi

Norman Park, GA

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Norman Park, GA

UnscoredModerate · 23
$3,900199,928 mi

Comparison: 23 similar vehicles

Norman Park, GA

2011 Volkswagen Jetta SEL

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

2011 Volkswagen Jetta SEL

Norman Park, GA

UnscoredInsufficient · 4
$3,900219,928 mi

Comparison: 4 similar vehicles

Norman Park, GA

2007 Honda Accord LX

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

2007 Honda Accord LX

Norman Park, GA

UnscoredInsufficient · 3
$3,900216,017 mi

Comparison: 3 similar vehicles

Norman Park, GA

2001 Cadillac Seville STS

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

2001 Cadillac Seville STS

Norman Park, GA

UnscoredInsufficient · 0
$3,900121,347 mi

Norman Park, GA

2010 Nissan Altima S

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

2010 Nissan Altima S

Tallahassee, FL

UnscoredLimited · 9
$3,950156,079 mi

Comparison: 9 similar vehicles

Tallahassee, FL

2008 Lexus ES 350

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

2008 Lexus ES 350

Tallahassee, FL

UnscoredLimited · 15
$3,995238,242 mi

Comparison: 15 similar vehicles

Tallahassee, FL

2007 Chrysler 300 Base

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

2007 Chrysler 300 Base

Tallahassee, FL

UnscoredInsufficient · 0
$3,995167,151 mi

Tallahassee, FL

2007 Mercedes-Benz E-Class E320 BLUETEC

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

2007 Mercedes-Benz E-Class E320 BLUETEC

Tallahassee, FL

UnscoredInsufficient · 0
$3,995190,718 mi

Tallahassee, FL

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Tallahassee, FL

UnscoredInsufficient · 0
$3,995188,769 mi

Tallahassee, FL

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Albany, GA

UnscoredLimited · 10
$3,999143,518 mi

Comparison: 10 similar vehicles

Albany, GA

No Photo

2015 Chrysler 200 S

Tallahassee, FL

UnscoredLimited · 8
$4,250189,816 mi

Comparison: 8 similar vehicles

Tallahassee, FL

No Photo

2015 Dodge Dart SXT

Tallahassee, FL

UnscoredLimited · 12
$4,250180,782 mi

Comparison: 12 similar vehicles

Tallahassee, FL

No Photo

2013 Volkswagen Jetta SE

Tallahassee, FL

UnscoredModerate · 21
$4,250212,344 mi

Comparison: 21 similar vehicles

Tallahassee, FL

No Photo

2013 Volkswagen Jetta SE

Tallahassee, FL

UnscoredModerate · 21
$4,300136,990 mi

Comparison: 21 similar vehicles

Tallahassee, FL

No Photo

2012 Volvo S60 T5

Tallahassee, FL

UnscoredLimited · 5
$4,400193,673 mi

Comparison: 5 similar vehicles

Tallahassee, FL

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Tallahassee, FL

UnscoredInsufficient · 4
$4,500192,356 mi

Comparison: 4 similar vehicles

Tallahassee, FL

No Photo

2012 Volkswagen Jetta SE

Tallahassee, FL

UnscoredLimited · 8
$4,500203,368 mi

Comparison: 8 similar vehicles

Tallahassee, FL

2012 Volvo S60 T5

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

2012 Volvo S60 T5

Tallahassee, FL

UnscoredLimited · 5
$4,500164,422 mi

Comparison: 5 similar vehicles

Tallahassee, FL

2010 Chevrolet Malibu 1LS

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

2010 Chevrolet Malibu 1LS

Norman Park, GA

UnscoredInsufficient · 0
$4,500157,535 mi

Norman Park, GA

2008 BMW 5 Series 528i

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

2008 BMW 5 Series 528i

Tallahassee, FL

UnscoredInsufficient · 0
$4,500174,598 mi

Tallahassee, FL

2008 Mercedes-Benz E-Class E320 BLUETEC

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

2008 Mercedes-Benz E-Class E320 BLUETEC

Tallahassee, FL

UnscoredInsufficient · 0
$4,500209,156 mi

Tallahassee, FL

2007 BMW 3 Series 335i

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

2007 BMW 3 Series 335i

Tallahassee, FL

UnscoredInsufficient · 0
$4,50096,976 mi

Tallahassee, FL

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

Albany, GA

UnscoredLimited · 16
$4,799198,300 mi

Comparison: 16 similar vehicles

Albany, GA

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Tallahassee, FL

UnscoredInsufficient · 0
$4,800158,831 mi

Tallahassee, FL

2015 Dodge Dart SE

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

2015 Dodge Dart SE

Norman Park, GA

UnscoredInsufficient · 0
$4,900152,289 mi

Norman Park, GA

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Tallahassee, FL

UnscoredInsufficient · 0
$4,900152,000 mi

Tallahassee, FL

1998 Honda Civic LX

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

1998 Honda Civic LX

Tallahassee, FL

UnscoredInsufficient · 0
$4,990158,415 mi

Tallahassee, FL

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Tallahassee, FL

Salvage title
$4,99554,096 mi

Tallahassee, FL

No Photo

2015 Kia Forte EX

Tallahassee, FL

UnscoredInsufficient · 0
$4,995176,143 mi

Tallahassee, FL

No Photo

2014 Cadillac ATS Standard

Tallahassee, FL

UnscoredLimited · 6
$4,995115,000 mi

Comparison: 6 similar vehicles

Tallahassee, FL

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Tallahassee, FL

UnscoredInsufficient · 3
$4,995180,514 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Tallahassee, FL

UnscoredLimited · 15
$4,995172,282 mi

Comparison: 15 similar vehicles

Tallahassee, FL

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Tallahassee, FL

UnscoredLimited · 7
$4,995129,329 mi

Comparison: 7 similar vehicles

Tallahassee, FL

2012 Chevrolet Cruze 2LT

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

2012 Chevrolet Cruze 2LT

Crawfordville, FL

UnscoredLimited · 9
$4,995150,099 mi

Comparison: 9 similar vehicles

Crawfordville, FL

No Photo

2012 Volkswagen Jetta SE

Tallahassee, FL

UnscoredLimited · 8
$4,995126,182 mi

Comparison: 8 similar vehicles

Tallahassee, FL

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Tallahassee, FL

UnscoredInsufficient · 0
$4,995138,129 mi

Tallahassee, FL

2010 Honda Civic VP

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

2010 Honda Civic VP

Tallahassee, FL

UnscoredInsufficient · 0
$4,995182,482 mi

Tallahassee, FL

2008 Toyota Camry XLE

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

2008 Toyota Camry XLE

Tallahassee, FL

UnscoredLimited · 7
$4,995210,392 mi

Comparison: 7 similar vehicles

Tallahassee, FL

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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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