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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

7,978 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

2016 Ford Fusion S

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

2016 Ford Fusion S

Athens, AL

UnscoredModerate · 21
$2,900301,377 mi

Comparison: 21 similar vehicles

Athens, AL

2006 Subaru Forester X

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

2006 Subaru Forester X

Athens, AL

UnscoredInsufficient · 0
$2,950216,454 mi

Athens, AL

2003 Volvo S60 2.4T

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

2003 Volvo S60 2.4T

Lawrenceburg, TN

UnscoredInsufficient · 0
$2,995153,201 mi

Lawrenceburg, TN

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Haleyville, AL

UnscoredModerate · 27
$3,000149,238 mi

Comparison: 27 similar vehicles

Haleyville, AL

2007 Hyundai Azera SE

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

2007 Hyundai Azera SE

Florence, AL

UnscoredInsufficient · 0
$3,300178,300 mi

Florence, AL

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Ardmore, AL

UnscoredInsufficient · 0
$3,600202,814 mi

Ardmore, AL

2008 Suzuki SX4 Sport Convenience

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

2008 Suzuki SX4 Sport Convenience

Florence, AL

UnscoredInsufficient · 0
$3,800180,300 mi

Florence, AL

2006 Mercedes-Benz E-Class E350

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

2006 Mercedes-Benz E-Class E350

Lester, AL

UnscoredInsufficient · 3
$3,800142,862 mi

Comparison: 3 similar vehicles

Lester, AL

2005 Lexus ES 330

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

2005 Lexus ES 330

Florence, AL

UnscoredLimited · 5
$3,800Mileage not verified

Comparison: 5 similar vehicles

Florence, AL

2008 Hyundai Sonata GLS

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

2008 Hyundai Sonata GLS

Muscle Shoals, AL

UnscoredInsufficient · 0
$3,887233,700 mi

Muscle Shoals, AL

2013 Chrysler Town & Country Touring

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

2013 Chrysler Town & Country Touring

Savannah, TN

UnscoredLimited · 14
$3,900232,479 mi

Comparison: 14 similar vehicles

Savannah, TN

2003 Cadillac Escalade Base

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

2003 Cadillac Escalade Base

Pulaski, TN

UnscoredLimited · 9
$3,900276,958 mi

Comparison: 9 similar vehicles

Pulaski, TN

2014 Subaru Outback Base

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

2014 Subaru Outback Base

Killen, AL

UnscoredLimited · 7
$3,950254,481 mi

Comparison: 7 similar vehicles

Killen, AL

2017 Jeep Cherokee Sport Altitude

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

2017 Jeep Cherokee Sport Altitude

Lawrenceburg, TN

UnscoredLimited · 9
$3,990179,935 mi

Comparison: 9 similar vehicles

Lawrenceburg, TN

2014 Dodge Grand Caravan SE

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

2014 Dodge Grand Caravan SE

Lawrenceburg, TN

UnscoredLimited · 6
$3,995200,580 mi

Comparison: 6 similar vehicles

Lawrenceburg, TN

2008 Hyundai Santa Fe Limited

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

2008 Hyundai Santa Fe Limited

Decatur, AL

UnscoredInsufficient · 0
$3,995Mileage not verified

Decatur, AL

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Tuscumbia, AL

UnscoredLimited · 14
$3,995238,491 mi

Comparison: 14 similar vehicles

Tuscumbia, AL

2012 Mitsubishi i-MiEV ES

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

2012 Mitsubishi i-MiEV ES

Muscle Shoals, AL

UnscoredInsufficient · 0
$3,99849,796 mi

Muscle Shoals, AL

2011 Land Rover LR2 Base

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

2011 Land Rover LR2 Base

Florence, AL

UnscoredInsufficient · 0
$3,999174,979 mi

Florence, AL

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Florence, AL

UnscoredLimited · 15
$3,999146,903 mi

Comparison: 15 similar vehicles

Florence, AL

2012 Suzuki Grand Vitara Premium

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

2012 Suzuki Grand Vitara Premium

Hamilton, AL

UnscoredInsufficient · 0
$4,000164,773 mi

Hamilton, AL

2008 Subaru Outback 2.5i

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

2008 Subaru Outback 2.5i

Hamilton, AL

UnscoredInsufficient · 0
$4,194228,352 mi

Hamilton, AL

2014 Ford Focus S

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

2014 Ford Focus S

Florence, AL

UnscoredInsufficient · 0
$4,499160,157 mi

Florence, AL

2007 Pontiac Torrent Base

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

2007 Pontiac Torrent Base

Florence, AL

UnscoredLimited · 11
$4,499174,619 mi

Comparison: 11 similar vehicles

Florence, AL

2015 Nissan Murano SL

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

2015 Nissan Murano SL

Savannah, TN

UnscoredModerate · 20
$4,500180,995 mi

Comparison: 20 similar vehicles

Savannah, TN

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Decatur, AL

UnscoredInsufficient · 4
$4,55073,792 mi

Comparison: 4 similar vehicles

Decatur, AL

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Lawrenceburg, TN

UnscoredModerate · 42
$4,750204,734 mi

Comparison: 42 similar vehicles

Lawrenceburg, TN

2011 Subaru Forester X Limited

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

2011 Subaru Forester X Limited

Ardmore, AL

UnscoredInsufficient · 3
$4,800143,331 mi

Comparison: 3 similar vehicles

Ardmore, AL

No Photo

2015 Dodge Grand Caravan SE Plus

Savannah, TN

UnscoredInsufficient · 0
$4,899164,209 mi

Savannah, TN

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Florence, AL

UnscoredLimited · 9
$4,900235,875 mi

Comparison: 9 similar vehicles

Florence, AL

2005 Pontiac Grand Prix

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

2005 Pontiac Grand Prix

Florence, AL

UnscoredInsufficient · 0
$4,900151,290 mi

Florence, AL

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Florence, AL

UnscoredInsufficient · 0
$4,900165,265 mi

Florence, AL

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Killen, AL

UnscoredInsufficient · 0
$4,950213,264 mi

Killen, AL

2014 Nissan JUKE S

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

2014 Nissan JUKE S

Lawrenceburg, TN

UnscoredInsufficient · 3
$4,990165,231 mi

Comparison: 3 similar vehicles

Lawrenceburg, TN

2009 Dodge Journey SXT

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

2009 Dodge Journey SXT

Lawrenceburg, TN

UnscoredLimited · 5
$4,99095,687 mi

Comparison: 5 similar vehicles

Lawrenceburg, TN

2014 Chevrolet Cruze Turbo Diesel

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

2014 Chevrolet Cruze Turbo Diesel

Hamilton, AL

Salvage title
$4,995165,546 mi

Hamilton, AL

2012 Buick Enclave Base

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

2012 Buick Enclave Base

Pulaski, TN

UnscoredInsufficient · 0
$4,995201,023 mi

Pulaski, TN

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Lawrenceburg, TN

UnscoredLimited · 18
$4,995276,243 mi

Comparison: 18 similar vehicles

Lawrenceburg, TN

2007 Toyota Highlander Limited

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

2007 Toyota Highlander Limited

Decatur, AL

UnscoredInsufficient · 0
$4,995253,291 mi

Decatur, AL

2005 Chevrolet Tahoe

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

2005 Chevrolet Tahoe

Lawrenceburg, TN

UnscoredInsufficient · 0
$4,995307,000 mi

Lawrenceburg, TN

2017 Kia Rio EX

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

2017 Kia Rio EX

Florence, AL

UnscoredInsufficient · 0
$4,999155,859 mi

Florence, AL

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Florence, AL

UnscoredModerate · 26
$4,999143,249 mi

Comparison: 26 similar vehicles

Florence, AL

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Florence, AL

UnscoredLimited · 7
$4,999176,212 mi

Comparison: 7 similar vehicles

Florence, AL

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

Sheffield, AL

UnscoredInsufficient · 4
$4,999228,226 mi

Comparison: 4 similar vehicles

Sheffield, AL

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Tishomingo, MS

UnscoredInsufficient · 0
$4,999164,946 mi

Tishomingo, MS

1993 Ford F-150

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

1993 Ford F-150

Tishomingo, MS

UnscoredInsufficient · 0
$4,999139,075 mi

Tishomingo, MS

2016 INFINITI QX50 Base

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

2016 INFINITI QX50 Base

Madison, AL

UnscoredModerate · 24
$5,000126,197 mi

Comparison: 24 similar vehicles

Madison, AL

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Muscle Shoals, AL

UnscoredModerate · 45
$5,000217,864 mi

Comparison: 45 similar vehicles

Muscle Shoals, AL

2008 Honda Accord LX-P

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

2008 Honda Accord LX-P

Russellville, AL

UnscoredLimited · 5
$5,000152,000 mi

Comparison: 5 similar vehicles

Russellville, AL

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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