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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

489 listings found

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Bedford, IN

UnscoredInsufficient · 0
$2,232250,225 mi

Bedford, IN

2006 Ford Fusion SE

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

2006 Ford Fusion SE

Terre Haute, IN

UnscoredInsufficient · 0
$2,500175,639 mi

Terre Haute, IN

2007 Chrysler 300 C

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

2007 Chrysler 300 C

Vincennes, IN

UnscoredInsufficient · 3
$2,922165,498 mi

Comparison: 3 similar vehicles

Vincennes, IN

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Terre Haute, IN

UnscoredLimited · 6
$2,995201,069 mi

Comparison: 6 similar vehicles

Terre Haute, IN

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Bruceville, IN

UnscoredLimited · 5
$2,995159,178 mi

Comparison: 5 similar vehicles

Bruceville, IN

2009 Mitsubishi Galant ES

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

2009 Mitsubishi Galant ES

Boonville, IN

UnscoredInsufficient · 0
$3,189226,004 mi

Boonville, IN

2010 Volkswagen Jetta SE

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

2010 Volkswagen Jetta SE

Bedford, IN

UnscoredInsufficient · 0
$3,250163,873 mi

Bedford, IN

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Bedford, IN

UnscoredLimited · 14
$3,900140,598 mi

Comparison: 14 similar vehicles

Bedford, IN

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Princeton, IN

UnscoredModerate · 23
$3,950162,706 mi

Comparison: 23 similar vehicles

Princeton, IN

2008 Honda Civic LX

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

2008 Honda Civic LX

Princeton, IN

UnscoredLimited · 9
$3,990203,141 mi

Comparison: 9 similar vehicles

Princeton, IN

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Terre Haute, IN

UnscoredModerate · 20
$3,995188,755 mi

Comparison: 20 similar vehicles

Terre Haute, IN

2008 Ford Taurus Limited

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

2008 Ford Taurus Limited

Terre Haute, IN

UnscoredInsufficient · 4
$3,995128,227 mi

Comparison: 4 similar vehicles

Terre Haute, IN

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Palestine, IL

UnscoredInsufficient · 0
$3,995103,631 mi

Palestine, IL

2007 Toyota Avalon XL

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

2007 Toyota Avalon XL

Princeton, IN

UnscoredLimited · 5
$4,295144,717 mi

Comparison: 5 similar vehicles

Princeton, IN

2011 Dodge Avenger Lux

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

2011 Dodge Avenger Lux

Bedford, IN

UnscoredInsufficient · 0
$4,70077,761 mi

Bedford, IN

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Bedford, IN

Salvage title
$4,731106,228 mi

Bedford, IN

2010 Chrysler Sebring Limited

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

2010 Chrysler Sebring Limited

Princeton, IN

UnscoredInsufficient · 3
$4,800148,223 mi

Comparison: 3 similar vehicles

Princeton, IN

2014 Ford Focus Titanium

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

2014 Ford Focus Titanium

Princeton, IN

Fair PriceLimited · 19
$4,895117,183 mi

Market: $4,255 – $11,998

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 189 days listed (based on current market benchmarks)

Princeton, IN

2014 Ford Focus SE

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

2014 Ford Focus SE

Bedford, IN

UnscoredRobust · 129
$4,900264,273 mi

Comparison: 129 similar vehicles

Bedford, IN

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Terre Haute, IN

Fair PriceLimited · 13
$4,995110,492 mi

Market: $1,800 – $9,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 239 days listed (based on current market benchmarks)

Terre Haute, IN

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Terre Haute, IN

UnscoredModerate · 34
$4,995149,164 mi

Comparison: 34 similar vehicles

Terre Haute, IN

2009 Lincoln MKZ Base

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

2009 Lincoln MKZ Base

Vincennes, IN

UnscoredInsufficient · 0
$5,000148,940 mi

Vincennes, IN

2003 Ford Taurus SE

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

2003 Ford Taurus SE

Oakland City, IN

UnscoredInsufficient · 0
$5,00058,328 mi

Oakland City, IN

2011 Nissan Sentra SR

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

2011 Nissan Sentra SR

Bedford, IN

UnscoredInsufficient · 3
$5,140159,276 mi

Comparison: 3 similar vehicles

Bedford, IN

2013 Ford Fusion SE Hybrid

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

2013 Ford Fusion SE Hybrid

Bedford, IN

UnscoredInsufficient · 0
$5,494321,771 mi

Bedford, IN

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Princeton, IN

UnscoredModerate · 28
$5,500184,371 mi

Comparison: 28 similar vehicles

Princeton, IN

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Oakland City, IN

UnscoredInsufficient · 0
$5,500150,871 mi

Oakland City, IN

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Chandler, IN

UnscoredLimited · 16
$5,650157,487 mi

Comparison: 16 similar vehicles

Chandler, IN

2014 Ford Focus SE

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

2014 Ford Focus SE

Boonville, IN

UnscoredInsufficient · 4
$5,689148,332 mi

Comparison: 4 similar vehicles

Boonville, IN

2006 BMW 3 Series 325xi

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

2006 BMW 3 Series 325xi

Spencer, IN

UnscoredInsufficient · 0
$5,900148,452 mi

Spencer, IN

2008 Lincoln Town Car Signature Limited

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

2008 Lincoln Town Car Signature Limited

Bedford, IN

UnscoredInsufficient · 0
$5,995122,050 mi

Bedford, IN

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Vincennes, IN

UnscoredInsufficient · 4
$5,998128,660 mi

Comparison: 4 similar vehicles

Vincennes, IN

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Vincennes, IN

Fair PriceRobust · 85
$6,000109,852 mi

Market: $3,650 – $13,999

Comparison: 85 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Vincennes, IN

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Washington, IN

UnscoredLimited · 7
$6,490152,940 mi

Comparison: 7 similar vehicles

Washington, IN

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Shoals, IN

UnscoredLimited · 14
$6,495133,300 mi

Comparison: 14 similar vehicles

Shoals, IN

2014 Mazda MAZDA6 i Touring

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

2014 Mazda MAZDA6 i Touring

Terre Haute, IN

UnscoredLimited · 15
$6,500190,415 mi

Comparison: 15 similar vehicles

Terre Haute, IN

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Terre Haute, IN

UnscoredModerate · 26
$6,500148,127 mi

Comparison: 26 similar vehicles

Terre Haute, IN

2001 Volvo S40 Base

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

2001 Volvo S40 Base

Oakland City, IN

UnscoredInsufficient · 0
$6,50037,916 mi

Oakland City, IN

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Bedford, IN

UnscoredModerate · 38
$6,596169,052 mi

Comparison: 38 similar vehicles

Bedford, IN

2013 Ford Fusion Titanium

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

2013 Ford Fusion Titanium

Terre Haute, IN

UnscoredLimited · 6
$6,600154,769 mi

Comparison: 6 similar vehicles

Terre Haute, IN

2015 Ford Focus SE

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

2015 Ford Focus SE

Oakland City, IN

UnscoredRobust · 78
$6,750135,995 mi

Comparison: 78 similar vehicles

Oakland City, IN

2015 Chrysler 200 C

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

2015 Chrysler 200 C

Dale, IN

UnscoredModerate · 31
$6,900171,770 mi

Comparison: 31 similar vehicles

Dale, IN

2005 Toyota Avalon XLS

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

2005 Toyota Avalon XLS

Princeton, IN

UnscoredInsufficient · 0
$6,900158,656 mi

Princeton, IN

2018 Nissan Versa Sedan SV

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

2018 Nissan Versa Sedan SV

Jasper, IN

UnscoredLimited · 17
$6,990185,802 mi

Comparison: 17 similar vehicles

Jasper, IN

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Vincennes, IN

UnscoredModerate · 46
$6,995178,184 mi

Comparison: 46 similar vehicles

Vincennes, IN

2013 Audi S4 Premium Plus

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

2013 Audi S4 Premium Plus

Palestine, IL

UnscoredInsufficient · 3
$6,995187,093 mi

Comparison: 3 similar vehicles

Palestine, IL

2007 Cadillac CTS 3.6

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

2007 Cadillac CTS 3.6

Jasper, IN

UnscoredInsufficient · 3
$6,99569,967 mi

Comparison: 3 similar vehicles

Jasper, IN

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Terre Haute, IN

Fair PriceModerate · 43
$7,000100,828 mi

Market: $3,160 – $8,995

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1386 days listed (based on current market benchmarks)

Terre Haute, IN

2009 Buick Lucerne CXL

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

2009 Buick Lucerne CXL

Terre Haute, IN

UnscoredLimited · 9
$7,000101,044 mi

Comparison: 9 similar vehicles

Terre Haute, IN

1998 Buick LeSabre CUSTOM

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

1998 Buick LeSabre CUSTOM

Linton, IN

UnscoredInsufficient · 0
$7,092101,155 mi

Linton, IN

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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