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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

134 listings found

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

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

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 Dodge Dart SE

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

2015 Dodge Dart SE

Frontenac, KS

Salvage title
$4,598202,988 mi

Frontenac, 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

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

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

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

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Fort Scott, KS

OverpricedLimited · 18
$5,999181,522 mi

Market: $4,990 – $5,600

Comparison: 18 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Fort Scott, KS

2009 Ford Taurus Limited

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

2009 Ford Taurus Limited

Chanute, KS

UnscoredInsufficient · 3
$6,244Mileage not verified

Comparison: 3 similar vehicles

Chanute, 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

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Fort Scott, KS

UnscoredInsufficient · 0
$6,499220,000 mi

Fort Scott, 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

2005 Toyota Camry XLE

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

2005 Toyota Camry XLE

Chanute, KS

UnscoredInsufficient · 0
$6,900140,876 mi

Chanute, KS

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Lyndon, KS

UnscoredLimited · 15
$6,980127,268 mi

Comparison: 15 similar vehicles

Lyndon, KS

2016 Ford Focus SE

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

2016 Ford Focus SE

Fort Scott, KS

UnscoredLimited · 5
$6,995153,022 mi

Comparison: 5 similar vehicles

Fort Scott, KS

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

Fort Scott, KS

UnscoredLimited · 7
$6,995209,734 mi

Comparison: 7 similar vehicles

Fort Scott, KS

2011 Buick LaCrosse CXL

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

2011 Buick LaCrosse CXL

Fort Scott, KS

UnscoredInsufficient · 4
$6,995183,911 mi

Comparison: 4 similar vehicles

Fort Scott, KS

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Fort Scott, KS

UnscoredModerate · 38
$7,394184,059 mi

Comparison: 38 similar vehicles

Fort Scott, KS

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Fort Scott, KS

UnscoredModerate · 41
$7,499167,372 mi

Comparison: 41 similar vehicles

Fort Scott, KS

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Lyndon, KS

UnscoredLimited · 18
$7,950126,074 mi

Comparison: 18 similar vehicles

Lyndon, KS

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Frontenac, KS

UnscoredModerate · 47
$7,995156,834 mi

Comparison: 47 similar vehicles

Frontenac, KS

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Fort Scott, KS

UnscoredModerate · 37
$7,995177,149 mi

Comparison: 37 similar vehicles

Fort Scott, KS

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Fort Scott, KS

UnscoredLimited · 6
$7,995119,182 mi

Comparison: 6 similar vehicles

Fort Scott, KS

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Frontenac, KS

UnscoredLimited · 6
$7,995163,093 mi

Comparison: 6 similar vehicles

Frontenac, KS

2011 Buick Lucerne CXL

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

2011 Buick Lucerne CXL

Ottawa, KS

UnscoredLimited · 5
$7,995178,614 mi

Comparison: 5 similar vehicles

Ottawa, KS

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Fort Scott, KS

UnscoredLimited · 8
$7,999199,000 mi

Comparison: 8 similar vehicles

Fort Scott, KS

2012 Buick Verano 1SD

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

2012 Buick Verano 1SD

Ottawa, KS

UnscoredInsufficient · 3
$8,600152,606 mi

Comparison: 3 similar vehicles

Ottawa, KS

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Frontenac, KS

UnscoredModerate · 40
$8,979141,087 mi

Comparison: 40 similar vehicles

Frontenac, KS

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Lyndon, KS

OverpricedLimited · 11
$8,980106,188 mi

Market: $6,995 – $8,580

Comparison: 11 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Lyndon, KS

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Chanute, KS

Fair PriceRobust · 53
$8,997Mileage not verified

Market: $3,750 – $18,998

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Chanute, KS

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

Parsons, KS

UnscoredModerate · 20
$9,199155,371 mi

Comparison: 20 similar vehicles

Parsons, KS

2013 Honda Civic EX

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

2013 Honda Civic EX

Ottawa, KS

UnscoredLimited · 5
$9,550187,348 mi

Comparison: 5 similar vehicles

Ottawa, KS

2018 Ford Fusion Hybrid Titanium

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

2018 Ford Fusion Hybrid Titanium

Frontenac, KS

UnscoredInsufficient · 0
$9,995137,767 mi

Frontenac, KS

2018 Kia Optima S

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

2018 Kia Optima S

Frontenac, KS

UnscoredLimited · 8
$9,995134,069 mi

Comparison: 8 similar vehicles

Frontenac, KS

2007 Cadillac DTS Luxury I

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

2007 Cadillac DTS Luxury I

Fort Scott, KS

UnscoredInsufficient · 0
$9,999101,015 mi

Fort Scott, KS

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Parsons, KS

Fair PriceModerate · 21
$10,28686,879 mi

Market: $4,500 – $14,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 166 days listed (based on current market benchmarks)

Parsons, KS

2012 Toyota Corolla L

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

2012 Toyota Corolla L

Fort Scott, KS

UnscoredInsufficient · 0
$10,394124,570 mi

Fort Scott, KS

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Ottawa, KS

UnscoredLimited · 6
$10,500105,922 mi

Comparison: 6 similar vehicles

Ottawa, KS

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Fort Scott, KS

Fair PriceRobust · 111
$10,50174,000 mi

Market: $5,700 – $15,250

Comparison: 111 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Fort Scott, KS

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Ottawa, KS

Fair PriceModerate · 45
$10,598118,383 mi

Market: $9,950 – $17,659

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Ottawa, KS

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Ottawa, KS

Fair PriceModerate · 39
$10,772108,973 mi

Market: $3,750 – $15,995

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Ottawa, KS

2020 Kia Optima LX

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

2020 Kia Optima LX

Frontenac, KS

UnscoredModerate · 31
$10,900128,630 mi

Comparison: 31 similar vehicles

Frontenac, 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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