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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 9, 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

1,635 listings found

2007 Buick LaCrosse CX

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

2007 Buick LaCrosse CX

Norton, VA

UnscoredInsufficient · 0
$2,499Mileage not verified

Norton, VA

2004 Saturn ION 3

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

2004 Saturn ION 3

Johnson City, TN

UnscoredInsufficient · 0
$2,788163,164 mi

Johnson City, TN

2003 Buick Regal LS

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

2003 Buick Regal LS

Greeneville, TN

UnscoredInsufficient · 0
$2,995165,740 mi

Greeneville, TN

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Elizabethton, TN

Unscored
$3,295286,287 mi

Comparison: 6 similar vehicles

Elizabethton, TN

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Surgoinsville, TN

UnscoredInsufficient · 0
$3,295245,053 mi

Surgoinsville, TN

2012 Subaru Impreza 2.0I Limited

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

2012 Subaru Impreza 2.0I Limited

Bristol, TN

Unscored
$3,495229,124 mi

Comparison: 5 similar vehicles

Bristol, TN

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Johnson City, TN

Unscored
$3,699186,091 mi

Comparison: 9 similar vehicles

Johnson City, TN

2007 Chevrolet Impala LTZ

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

2007 Chevrolet Impala LTZ

Kingsport, TN

UnscoredInsufficient · 0
$3,900176,917 mi

Kingsport, TN

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Kingsport, TN

UnscoredInsufficient · 0
$3,950195,131 mi

Kingsport, TN

2007 Ford Five Hundred SEL

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

2007 Ford Five Hundred SEL

Johnson City, TN

UnscoredInsufficient · 0
$3,988189,414 mi

Johnson City, TN

2010 Ford Focus SE

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

2010 Ford Focus SE

Whitesburg, TN

Unscored
$3,995215,970 mi

Comparison: 12 similar vehicles

Whitesburg, TN

2010 Volkswagen Jetta Limited Edition

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

2010 Volkswagen Jetta Limited Edition

Morristown, TN

UnscoredInsufficient · 0
$3,995Mileage not verified

Morristown, TN

No Photo

2008 Chevrolet Aveo LS

Elizabethton, TN

UnscoredInsufficient · 0
$3,995112,084 mi

Elizabethton, TN

2005 Dodge Stratus SXT

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

2005 Dodge Stratus SXT

Morristown, TN

UnscoredInsufficient · 0
$3,995Mileage not verified

Morristown, TN

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Morristown, TN

UnscoredInsufficient · 4
$3,995Mileage not verified

Comparison: 4 similar vehicles

Morristown, TN

No Photo

2015 Nissan Versa Sedan SV

Morristown, TN

Unscored
$3,999190,274 mi

Comparison: 15 similar vehicles

Morristown, TN

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Kingsport, TN

UnscoredInsufficient · 0
$3,999176,177 mi

Kingsport, TN

2003 Honda Accord LX

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

2003 Honda Accord LX

Kingsport, TN

Unscored
$3,999212,956 mi

Comparison: 6 similar vehicles

Kingsport, TN

2003 Subaru Outback LIMITED

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

2003 Subaru Outback LIMITED

Kingsport, TN

UnscoredInsufficient · 0
$3,999244,569 mi

Kingsport, TN

2000 Lincoln Town Car SIGNATURE

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

2000 Lincoln Town Car SIGNATURE

Kingsport, TN

UnscoredInsufficient · 0
$3,999105,403 mi

Kingsport, TN

2012 Chevrolet Cruze LTZ

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

2012 Chevrolet Cruze LTZ

Morristown, TN

Unscored
$4,000202,023 mi

Comparison: 6 similar vehicles

Morristown, TN

2012 Subaru Impreza 2.0I

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

2012 Subaru Impreza 2.0I

Johnson City, TN

UnscoredInsufficient · 3
$4,000186,520 mi

Comparison: 3 similar vehicles

Johnson City, TN

2003 Honda Accord EX

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

2003 Honda Accord EX

Morristown, TN

Unscored
$4,000230,929 mi

Comparison: 17 similar vehicles

Morristown, TN

2009 Ford Taurus Limited

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

2009 Ford Taurus Limited

Morristown, TN

UnscoredInsufficient · 0
$4,271186,115 mi

Morristown, TN

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Morristown, TN

UnscoredInsufficient · 0
$4,295Mileage not verified

Morristown, TN

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Morristown, TN

UnscoredInsufficient · 0
$4,295Mileage not verified

Morristown, TN

2010 Volkswagen Jetta SE

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

2010 Volkswagen Jetta SE

Johnson City, TN

UnscoredInsufficient · 0
$4,357186,591 mi

Johnson City, TN

2007 Honda Civic LX

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

2007 Honda Civic LX

Morristown, TN

Unscored
$4,400281,454 mi

Comparison: 14 similar vehicles

Morristown, TN

2000 Mercedes-Benz E-Class E320 Sedan

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

2000 Mercedes-Benz E-Class E320 Sedan

Morristown, TN

UnscoredInsufficient · 0
$4,495Mileage not verified

Morristown, TN

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Johnson City, TN

UnscoredInsufficient · 3
$4,500137,193 mi

Comparison: 3 similar vehicles

Johnson City, TN

No Photo

2012 Honda Accord EX-L

Morristown, TN

Unscored
$4,500175,270 mi

Comparison: 21 similar vehicles

Morristown, TN

2001 Lexus ES 300

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

2001 Lexus ES 300

Johnson City, TN

UnscoredInsufficient · 0
$4,500212,861 mi

Johnson City, TN

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Bristol, TN

Unscored
$4,600154,026 mi

Comparison: 8 similar vehicles

Bristol, TN

2010 Honda Accord LX

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

2010 Honda Accord LX

Morristown, TN

Unscored
$4,600230,590 mi

Comparison: 17 similar vehicles

Morristown, TN

2004 Dodge Neon SXT

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

2004 Dodge Neon SXT

Bristol, TN

UnscoredInsufficient · 0
$4,600148,160 mi

Bristol, TN

2009 Toyota Corolla S

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

2009 Toyota Corolla S

Abingdon, VA

UnscoredInsufficient · 3
$4,899208,170 mi

Comparison: 3 similar vehicles

Abingdon, VA

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Kingsport, TN

UnscoredInsufficient · 3
$4,950231,666 mi

Comparison: 3 similar vehicles

Kingsport, TN

2007 Cadillac DTS Performance

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

2007 Cadillac DTS Performance

Erwin, TN

UnscoredInsufficient · 0
$4,988152,664 mi

Erwin, TN

2010 Honda Accord EX-L

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

2010 Honda Accord EX-L

Johnson City, TN

Unscored
$4,992262,643 mi

Comparison: 20 similar vehicles

Johnson City, TN

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Bristol, TN

Unscored
$4,995134,442 mi

Comparison: 28 similar vehicles

Bristol, TN

2017 Nissan Versa Sedan S

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

2017 Nissan Versa Sedan S

Kingsport, TN

UnscoredInsufficient · 0
$4,995137,625 mi

Kingsport, TN

2017 Hyundai Accent SE

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

2017 Hyundai Accent SE

Surgoinsville, TN

Unscored
$4,995174,852 mi

Comparison: 24 similar vehicles

Surgoinsville, TN

2016 Nissan Versa Sedan S

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

2016 Nissan Versa Sedan S

Whitesburg, TN

UnscoredInsufficient · 3
$4,995159,006 mi

Comparison: 3 similar vehicles

Whitesburg, TN

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Elizabethton, TN

Unscored
$4,995139,766 mi

Comparison: 11 similar vehicles

Elizabethton, TN

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Whitesburg, TN

Unscored
$4,995168,550 mi

Comparison: 15 similar vehicles

Whitesburg, TN

2011 Honda Accord LX-P

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

2011 Honda Accord LX-P

Abingdon, VA

Unscored
$4,995243,068 mi

Comparison: 11 similar vehicles

Abingdon, VA

2010 Buick LaCrosse CX

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

2010 Buick LaCrosse CX

Whitesburg, TN

UnscoredInsufficient · 0
$4,995203,067 mi

Whitesburg, TN

2010 Toyota Corolla S

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

2010 Toyota Corolla S

Bristol, TN

Unscored
$4,995206,100 mi

Comparison: 64 similar vehicles

Bristol, TN

2009 Ford Taurus SE

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

2009 Ford Taurus SE

Morristown, TN

UnscoredInsufficient · 0
$4,995223,154 mi

Morristown, TN

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Morristown, TN

UnscoredInsufficient · 0
$4,995230,015 mi

Morristown, TN

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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