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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

218 listings found

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

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Webb City, MO

UnscoredInsufficient · 0
$5,000186,000 mi

Webb City, MO

2007 Nissan Sentra 2.0

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

2007 Nissan Sentra 2.0

Nevada, MO

UnscoredInsufficient · 0
$5,000134,647 mi

Nevada, MO

2006 Chevrolet Malibu LS

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

2006 Chevrolet Malibu LS

Nevada, MO

UnscoredInsufficient · 0
$5,000196,916 mi

Nevada, MO

2001 Mercury Grand Marquis LS

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

2001 Mercury Grand Marquis LS

Nevada, MO

UnscoredInsufficient · 0
$5,000301,190 mi

Nevada, MO

2000 Pontiac Bonneville SE

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

2000 Pontiac Bonneville SE

Nevada, MO

UnscoredInsufficient · 0
$5,000248,878 mi

Nevada, MO

1999 Ford Contour SE

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

1999 Ford Contour SE

Nevada, MO

UnscoredInsufficient · 0
$5,000118,553 mi

Nevada, MO

2014 Ford Fusion SE Hybrid

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

2014 Ford Fusion SE Hybrid

Pittsburg, KS

UnscoredInsufficient · 0
$5,286188,500 mi

Pittsburg, KS

2005 Chevrolet Malibu LS

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

2005 Chevrolet Malibu LS

Nevada, MO

UnscoredInsufficient · 3
$5,568168,597 mi

Comparison: 3 similar vehicles

Nevada, MO

2018 Chevrolet Impala 1LT

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

2018 Chevrolet Impala 1LT

El Dorado Springs, MO

UnscoredLimited · 11
$5,600176,533 mi

Comparison: 11 similar vehicles

El Dorado Springs, MO

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Webb City, MO

UnscoredInsufficient · 0
$5,988141,000 mi

Webb City, MO

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

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

2013 Chevrolet Impala LT

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

2013 Chevrolet Impala LT

Webb City, MO

UnscoredInsufficient · 0
$6,788145,000 mi

Webb City, MO

2007 Chevrolet Impala Police Sedan

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

2007 Chevrolet Impala Police Sedan

Webb City, MO

UnscoredInsufficient · 0
$6,788124,003 mi

Webb City, MO

2015 Ford Focus SE

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

2015 Ford Focus SE

Clinton, MO

Fair PriceModerate · 22
$6,875103,342 mi

Market: $3,900 – $15,999

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Clinton, MO

2012 Hyundai Accent GLS

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

2012 Hyundai Accent GLS

Webb City, MO

UnscoredInsufficient · 3
$6,933128,000 mi

Comparison: 3 similar vehicles

Webb City, MO

2007 Honda Accord 3.0 SE

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

2007 Honda Accord 3.0 SE

Webb City, MO

UnscoredInsufficient · 0
$6,944181,000 mi

Webb City, MO

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Webb City, MO

UnscoredLimited · 9
$6,955120,000 mi

Comparison: 9 similar vehicles

Webb City, MO

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Webb City, MO

UnscoredInsufficient · 4
$6,988101,997 mi

Comparison: 4 similar vehicles

Webb City, MO

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

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Webb City, MO

UnscoredInsufficient · 0
$6,995163,000 mi

Webb City, MO

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Nevada, MO

UnscoredLimited · 17
$7,080161,720 mi

Comparison: 17 similar vehicles

Nevada, MO

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Carthage, MO

UnscoredModerate · 25
$7,200138,801 mi

Comparison: 25 similar vehicles

Carthage, MO

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

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Pittsburg, KS

UnscoredInsufficient · 3
$7,500117,124 mi

Comparison: 3 similar vehicles

Pittsburg, KS

2015 Ford Fusion SE

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

2015 Ford Fusion SE

El Dorado Springs, MO

UnscoredModerate · 49
$7,500193,512 mi

Comparison: 49 similar vehicles

El Dorado Springs, MO

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Stockton, MO

UnscoredLimited · 5
$7,900107,474 mi

Comparison: 5 similar vehicles

Stockton, MO

2008 Pontiac Grand Prix GXP

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

2008 Pontiac Grand Prix GXP

Webb City, MO

UnscoredInsufficient · 0
$7,900180,000 mi

Webb City, MO

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Webb City, MO

Fair PriceModerate · 44
$7,922111,000 mi

Market: $3,950 – $10,676

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Webb City, MO

2013 Volvo S60 T5

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

2013 Volvo S60 T5

Webb City, MO

UnscoredInsufficient · 0
$7,988143,000 mi

Webb City, MO

2012 Honda Civic LX

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

2012 Honda Civic LX

Webb City, MO

UnscoredLimited · 15
$7,988170,000 mi

Comparison: 15 similar vehicles

Webb City, MO

2006 Chevrolet Malibu LTZ

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

2006 Chevrolet Malibu LTZ

Webb City, MO

UnscoredInsufficient · 0
$7,98876,000 mi

Webb City, MO

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

2009 Toyota Camry SE

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

2009 Toyota Camry SE

Stockton, MO

UnscoredLimited · 8
$7,995183,398 mi

Comparison: 8 similar vehicles

Stockton, MO

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

2009 Saturn Aura XR

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

2009 Saturn Aura XR

Pittsburg, KS

UnscoredInsufficient · 0
$7,999196,645 mi

Pittsburg, KS

2009 Buick Lucerne CXL

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

2009 Buick Lucerne CXL

Clinton, MO

UnscoredLimited · 7
$8,900120,443 mi

Comparison: 7 similar vehicles

Clinton, MO

2005 Honda Accord EX

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

2005 Honda Accord EX

Webb City, MO

OverpricedLimited · 17
$8,94498,000 mi

Market: $3,400 – $6,995

Comparison: 17 similar vehicles

Priced ~28% above the typical market range for similar vehicles (based on current market benchmarks)

Webb City, MO

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Pittsburg, KS

UnscoredLimited · 5
$8,950144,893 mi

Comparison: 5 similar vehicles

Pittsburg, 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

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

Stockton, MO

UnscoredLimited · 7
$8,995109,985 mi

Comparison: 7 similar vehicles

Stockton, MO

2015 Kia Forte LX

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

2015 Kia Forte LX

Nevada, MO

Fair PriceLimited · 17
$8,995114,504 mi

Market: $5,000 – $14,584

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Nevada, MO

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Nevada, MO

OverpricedModerate · 33
$9,00063,821 mi

Market: $3,950 – $8,129

Comparison: 33 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Nevada, MO

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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