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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

13,638 listings found

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Murray, KY

UnscoredRobust · 63
$1,800242,971 mi

Comparison: 63 similar vehicles

Murray, KY

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

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 · 47
$2,500189,928 mi

Comparison: 47 similar vehicles

Mayfield, KY

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Madisonville, KY

UnscoredRobust · 61
$2,500151,421 mi

Comparison: 61 similar vehicles

Madisonville, KY

1987 Chevrolet S-10

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

1987 Chevrolet S-10

Mayfield, KY

UnscoredInsufficient · 0
$2,500107,777 mi

Mayfield, KY

2005 Chevrolet Colorado Z71

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

2005 Chevrolet Colorado Z71

Wingo, KY

Salvage title
$2,995231,565 mi

Wingo, KY

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Madisonville, KY

Salvage title
$3,200159,982 mi

Madisonville, KY

2001 Mercury Mountaineer Base

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

2001 Mercury Mountaineer Base

Madisonville, KY

UnscoredInsufficient · 0
$3,200159,319 mi

Madisonville, KY

2006 Jeep Liberty Limited

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

2006 Jeep Liberty Limited

Paducah, KY

UnscoredInsufficient · 0
$3,295196,400 mi

Paducah, 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

2007 Chrysler PT Cruiser Touring Edition

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

2007 Chrysler PT Cruiser Touring Edition

Paducah, KY

UnscoredInsufficient · 0
$3,48877,469 mi

Paducah, KY

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Hickory, KY

UnscoredLimited · 6
$3,500201,097 mi

Comparison: 6 similar vehicles

Hickory, KY

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Cadiz, KY

UnscoredInsufficient · 4
$3,695213,061 mi

Comparison: 4 similar vehicles

Cadiz, 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 · 21
$3,700286,976 mi

Comparison: 21 similar vehicles

Madisonville, KY

2008 Chevrolet Malibu LS

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

2008 Chevrolet Malibu LS

Madisonville, KY

UnscoredInsufficient · 0
$3,736233,000 mi

Madisonville, KY

2012 Jeep Patriot Latitude

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

2012 Jeep Patriot Latitude

Madisonville, KY

UnscoredInsufficient · 0
$3,784138,256 mi

Madisonville, 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

2000 Chevrolet Express Base

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

2000 Chevrolet Express Base

Benton, KY

UnscoredInsufficient · 0
$3,987276,417 mi

Benton, 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

Fair PriceModerate · 26
$3,995240,993 mi

Market: $1,995 – $7,995

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Wingo, KY

2009 smart fortwo pure

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

2009 smart fortwo pure

Mayfield, KY

UnscoredInsufficient · 0
$3,995131,358 mi

Mayfield, KY

2006 Nissan Sentra SE-R

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

2006 Nissan Sentra SE-R

Madisonville, KY

UnscoredInsufficient · 0
$4,000176,199 mi

Madisonville, KY

2006 Pontiac Torrent Base

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

2006 Pontiac Torrent Base

Paducah, KY

UnscoredInsufficient · 0
$4,188192,379 mi

Paducah, KY

2006 Volvo XC90 2.5T

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

2006 Volvo XC90 2.5T

Paducah, KY

UnscoredInsufficient · 0
$4,188153,561 mi

Paducah, KY

2001 Chevrolet Tracker LT

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

2001 Chevrolet Tracker LT

Hickory, KY

UnscoredInsufficient · 0
$4,200179,926 mi

Hickory, KY

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Mayfield, KY

UnscoredInsufficient · 0
$4,387196,168 mi

Mayfield, KY

2013 Mazda CX-9 Touring

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

2013 Mazda CX-9 Touring

Madisonville, KY

UnscoredLimited · 8
$4,400206,234 mi

Comparison: 8 similar vehicles

Madisonville, KY

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Benton, KY

UnscoredInsufficient · 0
$4,449167,367 mi

Benton, KY

2014 Chevrolet Equinox 2LT

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

2014 Chevrolet Equinox 2LT

Madisonville, KY

UnscoredInsufficient · 4
$4,500195,276 mi

Comparison: 4 similar vehicles

Madisonville, 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

Fair PriceModerate · 20
$4,500221,417 mi

Market: $3,450 – $9,990

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Madisonville, KY

2004 Buick Century Base

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

2004 Buick Century Base

Hickory, KY

UnscoredInsufficient · 0
$4,500124,701 mi

Hickory, 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

Fair PriceLimited · 18
$4,695190,338 mi

Market: $4,000 – $10,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

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

2010 Ford Expedition Limited

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

2010 Ford Expedition Limited

Murray, KY

UnscoredLimited · 5
$4,800212,111 mi

Comparison: 5 similar vehicles

Murray, KY

2012 Toyota Corolla S

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

2012 Toyota Corolla S

Hickory, KY

UnscoredLimited · 6
$4,900216,914 mi

Comparison: 6 similar vehicles

Hickory, KY

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

Madisonville, KY

UnscoredInsufficient · 4
$4,900153,820 mi

Comparison: 4 similar vehicles

Madisonville, KY

2009 Chrysler Town & Country LX

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

2009 Chrysler Town & Country LX

Benton, KY

UnscoredInsufficient · 0
$4,900102,801 mi

Benton, KY

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Hickory, KY

UnscoredInsufficient · 3
$4,900185,248 mi

Comparison: 3 similar vehicles

Hickory, KY

2006 Buick Rendezvous CX

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

2006 Buick Rendezvous CX

Hickory, KY

UnscoredInsufficient · 3
$4,900173,281 mi

Comparison: 3 similar vehicles

Hickory, KY

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Hickory, KY

UnscoredInsufficient · 4
$4,900201,902 mi

Comparison: 4 similar vehicles

Hickory, KY

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Madisonville, KY

UnscoredModerate · 35
$4,946153,318 mi

Comparison: 35 similar vehicles

Madisonville, KY

2008 Honda Fit Base

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

2008 Honda Fit Base

Paducah, KY

UnscoredInsufficient · 0
$4,950106,603 mi

Paducah, KY

2016 Chrysler Town & Country Touring

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

2016 Chrysler Town & Country Touring

Cadiz, KY

Fair PriceModerate · 39
$4,995148,300 mi

Market: $4,950 – $13,372

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

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 · 14
$4,995Mileage not verified

Market: $3,300 – $7,900

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Mayfield, KY

2013 Subaru Forester X

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

2013 Subaru Forester X

Cadiz, KY

UnscoredInsufficient · 3
$4,995172,173 mi

Comparison: 3 similar vehicles

Cadiz, 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

2012 Acura MDX Technology & Entertainment Package

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

2012 Acura MDX Technology & Entertainment Package

Cadiz, KY

UnscoredInsufficient · 4
$4,995210,611 mi

Comparison: 4 similar vehicles

Cadiz, KY

2012 Nissan Pathfinder Silver Edition

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

2012 Nissan Pathfinder Silver Edition

Mayfield, KY

UnscoredInsufficient · 4
$4,995180,089 mi

Comparison: 4 similar vehicles

Mayfield, KY

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Mayfield, KY

Fair PriceLimited · 10
$4,995102,000 mi

Market: $4,895 – $8,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Mayfield, KY

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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