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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

1,917 listings found

2013 Ford Focus SE

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

2013 Ford Focus SE

Wingo, KY

UnscoredLimited · 19
$2,000259,029 mi

Comparison: 19 similar vehicles

Wingo, KY

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Madisonville, KY

UnscoredModerate · 23
$2,200286,977 mi

Comparison: 23 similar vehicles

Madisonville, KY

2014 Ford Focus SE

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

2014 Ford Focus SE

Mayfield, KY

UnscoredModerate · 44
$2,500189,928 mi

Comparison: 44 similar vehicles

Mayfield, KY

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

Madisonville, KY

Salvage title
$2,900186,305 mi

Madisonville, KY

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Madisonville, KY

UnscoredLimited · 13
$3,000185,000 mi

Comparison: 13 similar vehicles

Madisonville, KY

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Paducah, KY

UnscoredInsufficient · 0
$3,299164,654 mi

Paducah, KY

2008 Mazda MAZDA3 i Touring

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

2008 Mazda MAZDA3 i Touring

Murray, KY

UnscoredInsufficient · 0
$3,300214,111 mi

Murray, KY

2003 Nissan Sentra XE

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

2003 Nissan Sentra XE

Paducah, KY

UnscoredInsufficient · 0
$3,950157,631 mi

Paducah, KY

2016 Chevrolet Sonic LT

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

2016 Chevrolet Sonic LT

Mayfield, KY

UnscoredLimited · 10
$3,995131,534 mi

Comparison: 10 similar vehicles

Mayfield, KY

2010 Nissan Altima S

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

2010 Nissan Altima S

Wingo, KY

UnscoredModerate · 24
$3,995240,993 mi

Comparison: 24 similar vehicles

Wingo, KY

2009 Honda Civic HYBRID

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

2009 Honda Civic HYBRID

Mayfield, KY

UnscoredInsufficient · 0
$4,000209,661 mi

Mayfield, KY

2002 Ford Taurus SE

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

2002 Ford Taurus SE

Cadiz, KY

UnscoredInsufficient · 0
$4,244158,634 mi

Cadiz, KY

2014 Ford Focus S

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

2014 Ford Focus S

Mayfield, KY

UnscoredInsufficient · 0
$4,500149,917 mi

Mayfield, KY

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Madisonville, KY

UnscoredInsufficient · 4
$4,500221,417 mi

Comparison: 4 similar vehicles

Madisonville, KY

2005 Audi A6 Base

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

2005 Audi A6 Base

Benton, KY

UnscoredInsufficient · 0
$4,50068,781 mi

Benton, KY

2007 Lexus ES 350

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

2007 Lexus ES 350

Cadiz, KY

UnscoredModerate · 24
$4,695190,338 mi

Comparison: 24 similar vehicles

Cadiz, KY

2008 Chrysler Sebring LX

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

2008 Chrysler Sebring LX

Murray, KY

UnscoredInsufficient · 0
$4,795140,436 mi

Murray, KY

2017 Volkswagen Passat R-Line

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

2017 Volkswagen Passat R-Line

Madisonville, KY

UnscoredLimited · 8
$4,900170,302 mi

Comparison: 8 similar vehicles

Madisonville, KY

2012 Buick LaCrosse Leather

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

2012 Buick LaCrosse Leather

Cadiz, KY

UnscoredInsufficient · 0
$4,981216,375 mi

Cadiz, KY

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Mayfield, KY

Fair PriceLimited · 13
$4,995Mileage not verified

Market: $3,995 – $7,900

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Mayfield, KY

2012 Ford Focus SE

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

2012 Ford Focus SE

Wingo, KY

Salvage title
$4,995123,007 mi

Wingo, KY

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Madisonville, KY

UnscoredModerate · 34
$5,000185,473 mi

Comparison: 34 similar vehicles

Madisonville, KY

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Murray, KY

UnscoredLimited · 17
$5,000148,972 mi

Comparison: 17 similar vehicles

Murray, KY

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Benton, KY

OverpricedLimited · 10
$5,00076,459 mi

Market: $1,995 – $4,995

Comparison: 10 similar vehicles

Benton, KY

2007 Toyota Yaris Base

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

2007 Toyota Yaris Base

Madisonville, KY

UnscoredInsufficient · 4
$5,141140,000 mi

Comparison: 4 similar vehicles

Madisonville, KY

2005 Honda Civic EX

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

2005 Honda Civic EX

Madisonville, KY

UnscoredInsufficient · 4
$5,271133,337 mi

Comparison: 4 similar vehicles

Madisonville, KY

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Murray, KY

UnscoredInsufficient · 0
$5,395162,805 mi

Murray, KY

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

Cadiz, KY

UnscoredModerate · 40
$5,495203,234 mi

Comparison: 40 similar vehicles

Cadiz, KY

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Madisonville, KY

UnscoredRobust · 62
$5,500123,491 mi

Comparison: 62 similar vehicles

Madisonville, KY

2010 Toyota Camry SE

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

2010 Toyota Camry SE

Madisonville, KY

UnscoredInsufficient · 0
$5,500214,980 mi

Madisonville, KY

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Paducah, KY

UnscoredModerate · 21
$5,695202,300 mi

Comparison: 21 similar vehicles

Paducah, KY

2013 Dodge Dart Limited

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

2013 Dodge Dart Limited

Murray, KY

UnscoredInsufficient · 4
$5,80098,860 mi

Comparison: 4 similar vehicles

Murray, KY

2012 Kia Optima EX

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

2012 Kia Optima EX

Madisonville, KY

UnscoredLimited · 9
$5,87291,870 mi

Comparison: 9 similar vehicles

Madisonville, KY

2015 Chevrolet Impala 2LT

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

2015 Chevrolet Impala 2LT

Hickory, KY

UnscoredLimited · 12
$5,900202,850 mi

Comparison: 12 similar vehicles

Hickory, KY

2008 Ford Focus SE

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

2008 Ford Focus SE

Paducah, KY

UnscoredLimited · 5
$5,950180,229 mi

Comparison: 5 similar vehicles

Paducah, KY

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Murray, KY

UnscoredModerate · 20
$5,995126,128 mi

Comparison: 20 similar vehicles

Murray, KY

2016 Buick Regal Base

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

2016 Buick Regal Base

Mayfield, KY

UnscoredLimited · 9
$5,995153,000 mi

Comparison: 9 similar vehicles

Mayfield, KY

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Harrisburg, IL

UnscoredModerate · 22
$5,995166,356 mi

Comparison: 22 similar vehicles

Harrisburg, IL

2009 Chevrolet Malibu LTZ

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

2009 Chevrolet Malibu LTZ

Wingo, KY

UnscoredInsufficient · 4
$5,995146,960 mi

Comparison: 4 similar vehicles

Wingo, KY

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Madisonville, KY

UnscoredModerate · 28
$6,000190,392 mi

Comparison: 28 similar vehicles

Madisonville, KY

2015 Nissan Altima S

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

2015 Nissan Altima S

Madisonville, KY

UnscoredInsufficient · 3
$6,238132,636 mi

Comparison: 3 similar vehicles

Madisonville, KY

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

Marion, IL

UnscoredLimited · 5
$6,295176,259 mi

Comparison: 5 similar vehicles

Marion, IL

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Benton, KY

UnscoredRobust · 72
$6,494181,654 mi

Comparison: 72 similar vehicles

Benton, KY

2005 Cadillac CTS Base

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

2005 Cadillac CTS Base

Benton, KY

UnscoredInsufficient · 0
$6,50094,952 mi

Benton, KY

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Murray, KY

UnscoredLimited · 6
$6,512143,543 mi

Comparison: 6 similar vehicles

Murray, KY

2010 INFINITI G Sedan 37x

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

2010 INFINITI G Sedan 37x

Madisonville, KY

UnscoredInsufficient · 0
$6,597136,043 mi

Madisonville, KY

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Marion, IL

UnscoredLimited · 12
$6,665137,454 mi

Comparison: 12 similar vehicles

Marion, IL

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Benton, KY

UnscoredInsufficient · 3
$6,90085,763 mi

Comparison: 3 similar vehicles

Benton, KY

2008 Lexus LS L

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

2008 Lexus LS L

Madisonville, KY

UnscoredInsufficient · 0
$6,900168,018 mi

Madisonville, KY

2017 Kia Forte LX

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

2017 Kia Forte LX

Murray, KY

UnscoredModerate · 39
$6,972154,000 mi

Comparison: 39 similar vehicles

Murray, KY

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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