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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

352 listings found

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
$1,950273,132 mi

Comparison: 7 similar vehicles

Junction 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

Rossville, KS

UnscoredInsufficient · 3
$2,900Mileage not verified

Comparison: 3 similar vehicles

Rossville, 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

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

UnscoredLimited · 5
$3,495181,000 mi

Comparison: 5 similar vehicles

Manhattan, KS

2005 Acura RL Base

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

2005 Acura RL Base

Manhattan, KS

UnscoredInsufficient · 0
$3,495206,000 mi

Manhattan, 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

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
$3,950175,935 mi

Comparison: 4 similar vehicles

Junction City, 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

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 · 7
$3,950161,696 mi

Comparison: 7 similar vehicles

Emporia, 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

2007 Buick Lucerne CX

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

2007 Buick Lucerne CX

Manhattan, KS

UnscoredInsufficient · 0
$3,995207,000 mi

Manhattan, KS

2007 Cadillac DTS Luxury II

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

2007 Cadillac DTS Luxury II

Junction City, KS

UnscoredInsufficient · 0
$3,995132,806 mi

Junction City, KS

2001 Lincoln Town Car Executive

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

2001 Lincoln Town Car Executive

Emporia, KS

UnscoredInsufficient · 0
$3,995194,875 mi

Emporia, KS

1999 Chrysler 300M Base

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

1999 Chrysler 300M Base

Lyndon, KS

UnscoredInsufficient · 0
$4,288144,793 mi

Lyndon, KS

2012 Chevrolet Cruze LTZ

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

2012 Chevrolet Cruze LTZ

Manhattan, KS

UnscoredLimited · 7
$4,295195,000 mi

Comparison: 7 similar vehicles

Manhattan, KS

2008 INFINITI G 35 Journey

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

2008 INFINITI G 35 Journey

Junction City, KS

UnscoredInsufficient · 0
$4,450134,089 mi

Junction City, KS

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Lyndon, KS

UnscoredInsufficient · 4
$4,450176,806 mi

Comparison: 4 similar vehicles

Lyndon, KS

2003 Saturn L-Series L200

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

2003 Saturn L-Series L200

Lyndon, KS

UnscoredInsufficient · 0
$4,450133,222 mi

Lyndon, KS

2006 Buick LaCrosse CXS

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

2006 Buick LaCrosse CXS

Lyndon, KS

UnscoredInsufficient · 0
$4,488167,504 mi

Lyndon, KS

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Lyndon, KS

UnscoredLimited · 5
$4,495118,282 mi

Comparison: 5 similar vehicles

Lyndon, KS

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Manhattan, KS

UnscoredInsufficient · 0
$4,950184,474 mi

Manhattan, KS

2014 Honda Civic LX

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

2014 Honda Civic LX

Emporia, KS

UnscoredLimited · 9
$4,950239,258 mi

Comparison: 9 similar vehicles

Emporia, KS

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Junction City, KS

Fair PriceLimited · 10
$4,950111,219 mi

Market: $5,000 – $10,499

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 7 days listed (based on current market benchmarks)

Junction City, KS

2004 Buick LeSabre Limited

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

2004 Buick LeSabre Limited

Lyndon, KS

UnscoredInsufficient · 0
$4,988145,048 mi

Lyndon, KS

2010 Honda Accord LX-P

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

2010 Honda Accord LX-P

Saint Marys, KS

UnscoredInsufficient · 0
$4,995305,294 mi

Saint Marys, KS

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Lyndon, KS

UnscoredLimited · 10
$5,450131,096 mi

Comparison: 10 similar vehicles

Lyndon, KS

2003 INFINITI G35 Base

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

2003 INFINITI G35 Base

Lyndon, KS

UnscoredInsufficient · 0
$5,450150,815 mi

Lyndon, KS

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Lyndon, KS

UnscoredInsufficient · 0
$5,450141,756 mi

Lyndon, KS

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Topeka, KS

UnscoredInsufficient · 4
$5,477124,973 mi

Comparison: 4 similar vehicles

Topeka, KS

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Lyndon, KS

UnscoredLimited · 5
$5,495135,664 mi

Comparison: 5 similar vehicles

Lyndon, KS

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Emporia, KS

UnscoredLimited · 6
$5,700226,250 mi

Comparison: 6 similar vehicles

Emporia, KS

2016 Chrysler 300 Limited

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

2016 Chrysler 300 Limited

Emporia, KS

UnscoredInsufficient · 4
$5,900245,263 mi

Comparison: 4 similar vehicles

Emporia, KS

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Emporia, KS

UnscoredInsufficient · 4
$5,900219,511 mi

Comparison: 4 similar vehicles

Emporia, KS

No Photo

2011 Nissan Sentra SR

Emporia, KS

UnscoredInsufficient · 0
$5,900139,174 mi

Emporia, KS

2015 Kia Optima EX

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

2015 Kia Optima EX

Lyndon, KS

Fair PriceLimited · 15
$5,980100,727 mi

Market: $5,500 – $13,143

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 241 days listed (based on current market benchmarks)

Lyndon, KS

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

Lyndon, KS

UnscoredLimited · 7
$5,980176,506 mi

Comparison: 7 similar vehicles

Lyndon, KS

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Lyndon, KS

UnscoredModerate · 23
$5,980137,610 mi

Comparison: 23 similar vehicles

Lyndon, KS

2013 Buick Verano 1SD

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

2013 Buick Verano 1SD

Rossville, KS

UnscoredInsufficient · 3
$5,995132,074 mi

Comparison: 3 similar vehicles

Rossville, KS

2008 Ford Fusion SEL

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

2008 Ford Fusion SEL

Emporia, KS

UnscoredInsufficient · 0
$5,995193,754 mi

Emporia, KS

No Photo

2014 Nissan Altima SV

Emporia, KS

UnscoredLimited · 7
$6,300167,651 mi

Comparison: 7 similar vehicles

Emporia, KS

2009 Suzuki SX4 Sport Touring

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

2009 Suzuki SX4 Sport Touring

Lyndon, KS

UnscoredInsufficient · 0
$6,388105,609 mi

Lyndon, KS

2007 Honda Accord LX

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

2007 Honda Accord LX

Manhattan, KS

UnscoredInsufficient · 0
$6,470147,594 mi

Manhattan, KS

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Manhattan, KS

UnscoredModerate · 35
$6,495130,000 mi

Comparison: 35 similar vehicles

Manhattan, KS

2012 Buick LaCrosse Premium 2

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

2012 Buick LaCrosse Premium 2

Manhattan, KS

UnscoredInsufficient · 0
$6,495164,000 mi

Manhattan, KS

2016 Ford Focus SE

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

2016 Ford Focus SE

Emporia, KS

UnscoredLimited · 6
$6,500121,876 mi

Comparison: 6 similar vehicles

Emporia, KS

2007 Chrysler Sebring Touring

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

2007 Chrysler Sebring Touring

Manhattan, KS

UnscoredInsufficient · 0
$6,500121,263 mi

Manhattan, KS

No Photo

2016 Chevrolet Impala 1LS

Emporia, KS

UnscoredInsufficient · 0
$6,650206,696 mi

Emporia, KS

2017 Ford Focus SE

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

2017 Ford Focus SE

Lyndon, KS

UnscoredLimited · 9
$6,688111,822 mi

Comparison: 9 similar vehicles

Lyndon, KS

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Emporia, KS

UnscoredLimited · 12
$6,700152,378 mi

Comparison: 12 similar vehicles

Emporia, KS

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Topeka, KS

UnscoredInsufficient · 3
$6,750151,462 mi

Comparison: 3 similar vehicles

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 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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