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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

17,742 listings found

No Photo

2016 Dodge Journey SXT

Natchez, MS

UnscoredInsufficient · 4
$1,495183,764 mi

Comparison: 4 similar vehicles

Natchez, MS

2006 Saturn ION 2

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

2006 Saturn ION 2

Baton Rouge, LA

UnscoredInsufficient · 0
$1,900108,015 mi

Baton Rouge, LA

2003 INFINITI M45 Base

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

2003 INFINITI M45 Base

Baton Rouge, LA

UnscoredInsufficient · 0
$1,995168,971 mi

Baton Rouge, LA

2007 Ford Focus ZX4 SES

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

2007 Ford Focus ZX4 SES

Baton Rouge, LA

UnscoredInsufficient · 0
$2,100164,938 mi

Baton Rouge, LA

2012 Ford Fusion Hybrid

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

2012 Ford Fusion Hybrid

Baton Rouge, LA

UnscoredInsufficient · 0
$2,200183,758 mi

Baton Rouge, LA

2009 Chrysler Sebring Touring

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

2009 Chrysler Sebring Touring

Baton Rouge, LA

UnscoredInsufficient · 0
$2,200101,202 mi

Baton Rouge, LA

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Baton Rouge, LA

UnscoredInsufficient · 4
$2,200170,468 mi

Comparison: 4 similar vehicles

Baton Rouge, LA

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Baton Rouge, LA

UnscoredInsufficient · 0
$2,250219,428 mi

Baton Rouge, LA

2005 Toyota Avalon XLS

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

2005 Toyota Avalon XLS

Baton Rouge, LA

UnscoredInsufficient · 0
$2,300194,983 mi

Baton Rouge, LA

2010 Pontiac G6

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

2010 Pontiac G6

Baton Rouge, LA

UnscoredInsufficient · 0
$2,400189,539 mi

Baton Rouge, LA

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Baton Rouge, LA

UnscoredLimited · 10
$2,500238,913 mi

Comparison: 10 similar vehicles

Baton Rouge, LA

2010 Nissan Altima S

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

2010 Nissan Altima S

Baton Rouge, LA

UnscoredLimited · 9
$2,500204,317 mi

Comparison: 9 similar vehicles

Baton Rouge, LA

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Baton Rouge, LA

UnscoredInsufficient · 0
$2,500178,696 mi

Baton Rouge, LA

2001 Dodge Ram Pickup SLT

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

2001 Dodge Ram Pickup SLT

Denham Springs, LA

UnscoredInsufficient · 0
$2,500Mileage not verified

Denham Springs, LA

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Baton Rouge, LA

UnscoredLimited · 5
$2,550169,573 mi

Comparison: 5 similar vehicles

Baton Rouge, LA

2003 Lincoln Navigator Luxury

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

2003 Lincoln Navigator Luxury

Baton Rouge, LA

UnscoredInsufficient · 3
$2,550221,881 mi

Comparison: 3 similar vehicles

Baton Rouge, LA

2011 Ford Flex SEL

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

2011 Ford Flex SEL

Baton Rouge, LA

UnscoredInsufficient · 0
$2,575229,782 mi

Baton Rouge, LA

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Baton Rouge, LA

UnscoredInsufficient · 0
$2,575312,677 mi

Baton Rouge, LA

2014 Nissan Altima SL

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

2014 Nissan Altima SL

Baton Rouge, LA

UnscoredLimited · 7
$2,600209,480 mi

Comparison: 7 similar vehicles

Baton Rouge, LA

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Baton Rouge, LA

UnscoredLimited · 10
$2,600159,969 mi

Comparison: 10 similar vehicles

Baton Rouge, LA

2011 GMC Acadia SL

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

2011 GMC Acadia SL

Baton Rouge, LA

UnscoredLimited · 6
$2,600177,693 mi

Comparison: 6 similar vehicles

Baton Rouge, LA

2007 Mitsubishi Outlander XLS

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

2007 Mitsubishi Outlander XLS

Baton Rouge, LA

UnscoredInsufficient · 0
$2,600239,466 mi

Baton Rouge, LA

2014 Nissan Altima SL

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

2014 Nissan Altima SL

Baton Rouge, LA

UnscoredLimited · 7
$2,650213,565 mi

Comparison: 7 similar vehicles

Baton Rouge, LA

2012 Mazda MAZDA6 i Sport

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

2012 Mazda MAZDA6 i Sport

Baton Rouge, LA

UnscoredInsufficient · 0
$2,700162,436 mi

Baton Rouge, LA

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Baton Rouge, LA

UnscoredInsufficient · 4
$2,750187,544 mi

Comparison: 4 similar vehicles

Baton Rouge, LA

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Baton Rouge, LA

UnscoredInsufficient · 0
$2,750220,567 mi

Baton Rouge, LA

2008 Subaru Tribeca Limited

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

2008 Subaru Tribeca Limited

Baton Rouge, LA

UnscoredInsufficient · 0
$2,750181,461 mi

Baton Rouge, LA

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Baton Rouge, LA

UnscoredInsufficient · 0
$2,750137,877 mi

Baton Rouge, LA

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

Baton Rouge, LA

UnscoredLimited · 12
$2,800180,353 mi

Comparison: 12 similar vehicles

Baton Rouge, LA

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Baton Rouge, LA

UnscoredLimited · 7
$2,800143,147 mi

Comparison: 7 similar vehicles

Baton Rouge, LA

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Baton Rouge, LA

UnscoredLimited · 10
$2,800185,054 mi

Comparison: 10 similar vehicles

Baton Rouge, LA

2009 Toyota Avalon Limited

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

2009 Toyota Avalon Limited

Baton Rouge, LA

UnscoredInsufficient · 0
$2,800186,278 mi

Baton Rouge, LA

2009 Mazda MAZDA3 i Touring

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

2009 Mazda MAZDA3 i Touring

Baton Rouge, LA

UnscoredInsufficient · 0
$2,800205,495 mi

Baton Rouge, LA

2012 Volvo S60 T5

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

2012 Volvo S60 T5

Baton Rouge, LA

UnscoredInsufficient · 0
$2,850176,759 mi

Baton Rouge, LA

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Baton Rouge, LA

UnscoredInsufficient · 3
$2,900139,997 mi

Comparison: 3 similar vehicles

Baton Rouge, LA

2008 Honda CR-V EX-L

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

2008 Honda CR-V EX-L

Baton Rouge, LA

UnscoredInsufficient · 4
$2,900226,439 mi

Comparison: 4 similar vehicles

Baton Rouge, LA

2007 Toyota Avalon Limited

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

2007 Toyota Avalon Limited

Baton Rouge, LA

UnscoredInsufficient · 0
$2,900270,175 mi

Baton Rouge, LA

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Baton Rouge, LA

UnscoredInsufficient · 0
$2,995187,851 mi

Baton Rouge, LA

2004 GMC Sierra 1500 SLE

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

2004 GMC Sierra 1500 SLE

Baton Rouge, LA

UnscoredInsufficient · 0
$2,999200,000 mi

Baton Rouge, LA

1995 GMC Sierra

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

1995 GMC Sierra

Baton Rouge, LA

UnscoredInsufficient · 0
$2,999262,306 mi

Baton Rouge, LA

1992 Dodge Caravan BASE

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

1992 Dodge Caravan BASE

Baton Rouge, LA

UnscoredInsufficient · 0
$2,999160,115 mi

Baton Rouge, LA

2011 Hyundai Elantra GLS

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

2011 Hyundai Elantra GLS

Baton Rouge, LA

UnscoredInsufficient · 0
$3,000173,211 mi

Baton Rouge, LA

2004 Honda Accord LX

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

2004 Honda Accord LX

Baton Rouge, LA

UnscoredInsufficient · 0
$3,000Mileage not verified

Baton Rouge, LA

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Baton Rouge, LA

UnscoredInsufficient · 0
$3,025132,246 mi

Baton Rouge, LA

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Baton Rouge, LA

UnscoredModerate · 30
$3,100207,485 mi

Comparison: 30 similar vehicles

Baton Rouge, LA

2011 Volvo XC90 R-Design

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

2011 Volvo XC90 R-Design

Baton Rouge, LA

UnscoredInsufficient · 0
$3,100120,083 mi

Baton Rouge, LA

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Baton Rouge, LA

UnscoredInsufficient · 0
$3,100185,977 mi

Baton Rouge, LA

2016 Nissan Altima S

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

2016 Nissan Altima S

Baton Rouge, LA

UnscoredModerate · 21
$3,150157,030 mi

Comparison: 21 similar vehicles

Baton Rouge, LA

2015 Jeep Compass Latitude

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

2015 Jeep Compass Latitude

Baton Rouge, LA

UnscoredInsufficient · 0
$3,150176,377 mi

Baton Rouge, LA

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Baton Rouge, LA

UnscoredInsufficient · 0
$3,150176,910 mi

Baton Rouge, LA

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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