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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

1,972 listings found

1999 Oldsmobile Alero GLS

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

1999 Oldsmobile Alero GLS

Ardmore, TN

UnscoredInsufficient · 0
$1,950223,113 mi

Ardmore, TN

No Photo

2008 Honda Accord LX-S

Dickson, TN

UnscoredInsufficient · 0
$2,000197,044 mi

Dickson, TN

2008 Hyundai Tiburon GS

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

2008 Hyundai Tiburon GS

Memphis, TN

UnscoredInsufficient · 0
$2,650211,074 mi

Memphis, TN

2008 Nissan Altima S

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

2008 Nissan Altima S

Knoxville, TN

Salvage title
$2,750199,284 mi

Knoxville, TN

2006 INFINITI G35 Coupe Base

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

2006 INFINITI G35 Coupe Base

Memphis, TN

UnscoredInsufficient · 0
$3,000262,646 mi

Memphis, TN

2008 Scion tC Base

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

2008 Scion tC Base

Memphis, TN

UnscoredInsufficient · 0
$3,20098,000 mi

Memphis, TN

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Piney Flats, TN

UnscoredInsufficient · 0
$3,40090,366 mi

Piney Flats, TN

2003 Pontiac Grand Am GT

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

2003 Pontiac Grand Am GT

Shelbyville, TN

UnscoredInsufficient · 0
$3,450157,253 mi

Shelbyville, TN

2001 Ford Mustang GT Deluxe

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

2001 Ford Mustang GT Deluxe

Nashville, TN

UnscoredInsufficient · 0
$3,50096,856 mi

Nashville, TN

2005 Pontiac Sunfire Base

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

2005 Pontiac Sunfire Base

Knoxville, TN

UnscoredInsufficient · 0
$3,747Mileage not verified

Knoxville, TN

2007 Honda Civic EX

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

2007 Honda Civic EX

Clarksville, TN

UnscoredLimited · 5
$3,900185,945 mi

Comparison: 5 similar vehicles

Clarksville, TN

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Monterey, TN

UnscoredInsufficient · 0
$3,900226,121 mi

Monterey, TN

2005 Scion tC Base

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

2005 Scion tC Base

Bristol, TN

UnscoredLimited · 5
$3,988178,162 mi

Comparison: 5 similar vehicles

Bristol, TN

2005 Scion tC Base

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

2005 Scion tC Base

Morristown, TN

UnscoredLimited · 10
$3,990236,536 mi

Comparison: 10 similar vehicles

Morristown, TN

2012 Kia Forte Koup EX

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

2012 Kia Forte Koup EX

Chattanooga, TN

UnscoredInsufficient · 3
$3,994230,831 mi

Comparison: 3 similar vehicles

Chattanooga, TN

2006 Honda Civic LX

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

2006 Honda Civic LX

Memphis, TN

UnscoredInsufficient · 3
$3,995145,897 mi

Comparison: 3 similar vehicles

Memphis, TN

2004 Saturn ION 2

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

2004 Saturn ION 2

Nashville, TN

UnscoredInsufficient · 3
$3,995119,721 mi

Comparison: 3 similar vehicles

Nashville, TN

2008 Scion tC Spec Package

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

2008 Scion tC Spec Package

Memphis, TN

UnscoredInsufficient · 0
$4,000298,598 mi

Memphis, TN

1999 Pontiac Firebird Base

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

1999 Pontiac Firebird Base

Memphis, TN

UnscoredInsufficient · 0
$4,200116,122 mi

Memphis, TN

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Nashville, TN

UnscoredLimited · 5
$4,500113,018 mi

Comparison: 5 similar vehicles

Nashville, TN

2002 Toyota Camry Solara SE

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

2002 Toyota Camry Solara SE

Chattanooga, TN

UnscoredInsufficient · 0
$4,500129,896 mi

Chattanooga, TN

2012 Kia Forte Koup SX

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

2012 Kia Forte Koup SX

Bristol, TN

UnscoredLimited · 5
$4,752175,300 mi

Comparison: 5 similar vehicles

Bristol, TN

2012 Kia Forte Koup SX

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

2012 Kia Forte Koup SX

Nashville, TN

UnscoredInsufficient · 0
$4,800158,843 mi

Nashville, TN

2008 Honda Civic EX

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

2008 Honda Civic EX

Bristol, TN

UnscoredLimited · 15
$4,849237,910 mi

Comparison: 15 similar vehicles

Bristol, TN

2013 Hyundai Elantra Coupe SE

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

2013 Hyundai Elantra Coupe SE

Bell Buckle, TN

UnscoredInsufficient · 0
$4,900104,300 mi

Bell Buckle, TN

No Photo

2004 Ford Mustang Standard

Nashville, TN

UnscoredInsufficient · 0
$4,900229,644 mi

Nashville, TN

2007 Scion tC Base

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

2007 Scion tC Base

Knoxville, TN

UnscoredInsufficient · 0
$4,901213,252 mi

Knoxville, TN

1999 Ford Mustang Base

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

1999 Ford Mustang Base

Knoxville, TN

UnscoredInsufficient · 0
$4,995118,793 mi

Knoxville, TN

2008 Honda Civic LX

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

2008 Honda Civic LX

Knoxville, TN

UnscoredModerate · 27
$4,997232,186 mi

Comparison: 27 similar vehicles

Knoxville, TN

2009 Mitsubishi Eclipse GS

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

2009 Mitsubishi Eclipse GS

Nashville, TN

UnscoredInsufficient · 0
$4,999140,730 mi

Nashville, TN

2011 BMW 1 Series 128i

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

2011 BMW 1 Series 128i

Piney Flats, TN

UnscoredLimited · 6
$5,200132,635 mi

Comparison: 6 similar vehicles

Piney Flats, TN

2005 Honda Accord EX

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

2005 Honda Accord EX

Memphis, TN

UnscoredInsufficient · 0
$5,300217,893 mi

Memphis, TN

2007 Ford Mustang Deluxe

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

2007 Ford Mustang Deluxe

Nashville, TN

UnscoredInsufficient · 0
$5,495186,346 mi

Nashville, TN

2005 Honda Accord EX

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

2005 Honda Accord EX

Morristown, TN

Fair PriceModerate · 23
$5,495Mileage not verified

Market: $2,995 – $7,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Morristown, TN

2014 Ford Mustang V6 Premium

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

2014 Ford Mustang V6 Premium

Nashville, TN

UnscoredInsufficient · 3
$5,499247,602 mi

Comparison: 3 similar vehicles

Nashville, TN

2006 Scion tC Base

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

2006 Scion tC Base

Kingsport, TN

UnscoredInsufficient · 3
$5,499249,129 mi

Comparison: 3 similar vehicles

Kingsport, TN

2013 Scion tC Base

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

2013 Scion tC Base

Portland, TN

UnscoredInsufficient · 4
$5,500192,961 mi

Comparison: 4 similar vehicles

Portland, TN

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Goodlettsville, TN

Salvage title
$5,650124,840 mi

Goodlettsville, TN

2002 Ford Mustang Standard

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

2002 Ford Mustang Standard

Knoxville, TN

UnscoredInsufficient · 0
$5,793132,362 mi

Knoxville, TN

2013 Kia Forte Koup SX

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

2013 Kia Forte Koup SX

Chattanooga, TN

UnscoredInsufficient · 0
$5,797153,546 mi

Chattanooga, TN

2012 Honda Civic EX

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

2012 Honda Civic EX

Bartlett, TN

UnscoredInsufficient · 3
$5,819156,780 mi

Comparison: 3 similar vehicles

Bartlett, TN

2013 Cadillac CTS Coupe Base

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

2013 Cadillac CTS Coupe Base

Knoxville, TN

UnscoredInsufficient · 0
$5,980188,391 mi

Knoxville, TN

2012 MINI Cooper S

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

2012 MINI Cooper S

Mt. Juliet, TN

UnscoredInsufficient · 4
$5,990119,389 mi

Comparison: 4 similar vehicles

Mt. Juliet, TN

2002 Honda Accord EX

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

2002 Honda Accord EX

Nashville, TN

UnscoredInsufficient · 3
$5,995139,352 mi

Comparison: 3 similar vehicles

Nashville, TN

2012 Nissan Altima S

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

2012 Nissan Altima S

La Vergne, TN

UnscoredInsufficient · 4
$5,999112,575 mi

Comparison: 4 similar vehicles

La Vergne, TN

2009 Ford Mustang Deluxe

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

2009 Ford Mustang Deluxe

Memphis, TN

UnscoredInsufficient · 0
$6,000118,255 mi

Memphis, TN

2009 INFINITI G Coupe 37x

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

2009 INFINITI G Coupe 37x

Hendersonville, TN

UnscoredInsufficient · 0
$6,000199,935 mi

Hendersonville, TN

2012 Scion tC Base

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

2012 Scion tC Base

Knoxville, TN

UnscoredInsufficient · 4
$6,099184,494 mi

Comparison: 4 similar vehicles

Knoxville, TN

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Nashville, TN

UnscoredInsufficient · 4
$6,452204,385 mi

Comparison: 4 similar vehicles

Nashville, TN

2013 MINI Cooper S

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

2013 MINI Cooper S

Nashville, TN

UnscoredLimited · 7
$6,50084,559 mi

Comparison: 7 similar vehicles

Nashville, TN

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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