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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

5,871 listings found

2012 Kia Forte EX

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

2012 Kia Forte EX

Leavenworth, KS

UnscoredLimited · 13
$2,000Mileage not verified

Comparison: 13 similar vehicles

Leavenworth, KS

2006 Honda Civic EX

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

2006 Honda Civic EX

Junction City, KS

UnscoredLimited · 7
$2,250274,132 mi

Comparison: 7 similar vehicles

Junction City, KS

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Topeka, KS

UnscoredInsufficient · 0
$2,495331,195 mi

Topeka, KS

2012 Ford Fusion S

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

2012 Ford Fusion S

Olathe, KS

UnscoredLimited · 6
$2,900245,658 mi

Comparison: 6 similar vehicles

Olathe, KS

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

Kansas City, KS

UnscoredInsufficient · 4
$2,900152,300 mi

Comparison: 4 similar vehicles

Kansas City, KS

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Rossville, KS

UnscoredInsufficient · 0
$2,900183,605 mi

Rossville, KS

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Rossville, KS

UnscoredInsufficient · 3
$2,900Mileage not verified

Comparison: 3 similar vehicles

Rossville, KS

2012 Ford Fusion Hybrid

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

2012 Ford Fusion Hybrid

Junction City, KS

UnscoredInsufficient · 0
$2,950206,335 mi

Junction City, KS

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Kansas City, KS

UnscoredInsufficient · 0
$2,950182,408 mi

Kansas City, KS

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Junction City, KS

UnscoredInsufficient · 0
$2,950150,896 mi

Junction City, KS

2006 Chevrolet Aveo LS

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

2006 Chevrolet Aveo LS

Kansas City, KS

UnscoredInsufficient · 0
$2,950111,521 mi

Kansas City, KS

2003 Mazda Protege LX

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

2003 Mazda Protege LX

Kansas City, KS

UnscoredInsufficient · 0
$2,950166,066 mi

Kansas City, KS

2002 Chevrolet Impala LS

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

2002 Chevrolet Impala LS

Spring Hill, KS

UnscoredInsufficient · 0
$2,950154,101 mi

Spring Hill, KS

2008 Mazda MAZDA3 GT

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

2008 Mazda MAZDA3 GT

Independence, KS

UnscoredInsufficient · 0
$2,990269,000 mi

Independence, KS

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Garden City, KS

UnscoredInsufficient · 0
$3,200184,000 mi

Garden City, KS

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Junction City, KS

UnscoredInsufficient · 4
$3,250175,935 mi

Comparison: 4 similar vehicles

Junction City, KS

2005 Honda Accord EX

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

2005 Honda Accord EX

Olathe, KS

UnscoredLimited · 5
$3,400219,351 mi

Comparison: 5 similar vehicles

Olathe, KS

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Kansas City, KS

UnscoredInsufficient · 4
$3,450163,191 mi

Comparison: 4 similar vehicles

Kansas City, KS

2013 Ford Fiesta S

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

2013 Ford Fiesta S

Kansas City, KS

UnscoredInsufficient · 0
$3,450186,779 mi

Kansas City, KS

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Kansas City, KS

UnscoredInsufficient · 4
$3,450209,211 mi

Comparison: 4 similar vehicles

Kansas City, KS

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Kansas City, KS

UnscoredInsufficient · 0
$3,450186,667 mi

Kansas City, KS

2007 Volvo S40 2.4i

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

2007 Volvo S40 2.4i

Kansas City, KS

UnscoredInsufficient · 0
$3,450147,023 mi

Kansas City, KS

2005 Volkswagen Passat GLS

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

2005 Volkswagen Passat GLS

Kansas City, KS

UnscoredInsufficient · 0
$3,450122,836 mi

Kansas City, KS

2004 BMW 7 Series 745Li

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

2004 BMW 7 Series 745Li

Kansas City, KS

UnscoredInsufficient · 0
$3,450217,019 mi

Kansas City, KS

1999 Volkswagen Passat GLS V6

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

1999 Volkswagen Passat GLS V6

Kansas City, KS

UnscoredInsufficient · 0
$3,450107,118 mi

Kansas City, KS

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Manhattan, KS

UnscoredInsufficient · 4
$3,495181,000 mi

Comparison: 4 similar vehicles

Manhattan, KS

2004 Buick Century Base

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

2004 Buick Century Base

Ottawa, KS

UnscoredInsufficient · 0
$3,500111,026 mi

Ottawa, KS

2007 Pontiac G6 GTP

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

2007 Pontiac G6 GTP

Augusta, KS

Salvage title
$3,699190,473 mi

Augusta, KS

2006 Mercury Grand Marquis GS

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

2006 Mercury Grand Marquis GS

Augusta, KS

UnscoredInsufficient · 0
$3,699191,075 mi

Augusta, KS

2009 Kia Optima LX

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

2009 Kia Optima LX

Merriam, KS

UnscoredInsufficient · 0
$3,854213,123 mi

Merriam, KS

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Kansas City, KS

UnscoredInsufficient · 4
$3,900155,639 mi

Comparison: 4 similar vehicles

Kansas City, KS

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Rossville, KS

UnscoredInsufficient · 4
$3,900179,549 mi

Comparison: 4 similar vehicles

Rossville, KS

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Kansas City, KS

UnscoredLimited · 9
$3,950190,001 mi

Comparison: 9 similar vehicles

Kansas City, KS

2013 Ford Fusion Titanium

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

2013 Ford Fusion Titanium

Kansas City, KS

UnscoredLimited · 7
$3,950180,003 mi

Comparison: 7 similar vehicles

Kansas City, KS

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Spring Hill, KS

UnscoredInsufficient · 0
$3,95099,132 mi

Spring Hill, KS

2011 Ford Fiesta S

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

2011 Ford Fiesta S

Emporia, KS

UnscoredInsufficient · 0
$3,950137,647 mi

Emporia, KS

2010 Pontiac G6

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

2010 Pontiac G6

Kansas City, KS

UnscoredInsufficient · 0
$3,950101,932 mi

Kansas City, KS

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Kansas City, KS

Salvage title
$3,950107,199 mi

Kansas City, KS

2009 Mitsubishi Galant ES

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

2009 Mitsubishi Galant ES

Kansas City, KS

UnscoredInsufficient · 0
$3,950132,441 mi

Kansas City, KS

2008 Honda Civic LX

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

2008 Honda Civic LX

Emporia, KS

UnscoredLimited · 11
$3,950161,696 mi

Comparison: 11 similar vehicles

Emporia, KS

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Kansas City, KS

UnscoredLimited · 6
$3,950107,449 mi

Comparison: 6 similar vehicles

Kansas City, KS

2006 Volkswagen Jetta 2.5

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

2006 Volkswagen Jetta 2.5

Kansas City, KS

UnscoredInsufficient · 0
$3,950103,246 mi

Kansas City, KS

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Kansas City, KS

UnscoredInsufficient · 4
$3,950109,455 mi

Comparison: 4 similar vehicles

Kansas City, KS

2002 Ford Focus SE comfort

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

2002 Ford Focus SE comfort

Kansas City, KS

UnscoredInsufficient · 0
$3,950101,770 mi

Kansas City, KS

2007 Nissan Altima SE

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

2007 Nissan Altima SE

McPherson, KS

UnscoredInsufficient · 0
$3,980179,827 mi

McPherson, KS

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Wichita, KS

UnscoredInsufficient · 0
$3,99595,000 mi

Wichita, KS

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Kansas City, KS

UnscoredInsufficient · 0
$3,995225,285 mi

Kansas City, KS

2013 Ford Focus Titanium

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

2013 Ford Focus Titanium

Topeka, KS

UnscoredLimited · 6
$3,995188,600 mi

Comparison: 6 similar vehicles

Topeka, KS

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Junction City, KS

UnscoredInsufficient · 3
$3,995190,602 mi

Comparison: 3 similar vehicles

Junction City, KS

2011 Chevrolet Cruze LTZ

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

2011 Chevrolet Cruze LTZ

Topeka, KS

UnscoredInsufficient · 0
$3,995201,844 mi

Topeka, KS

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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