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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

48,493 listings found

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Buffalo, NY

UnscoredLimited · 15
$2,800116,126 mi

Comparison: 15 similar vehicles

Buffalo, NY

2013 Chevrolet Cruze ECO

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

2013 Chevrolet Cruze ECO

Canandaigua, NY

UnscoredInsufficient · 0
$2,995104,919 mi

Canandaigua, NY

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Buffalo, NY

UnscoredLimited · 19
$2,995191,094 mi

Comparison: 19 similar vehicles

Buffalo, NY

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Buffalo, NY

UnscoredInsufficient · 0
$2,995143,625 mi

Buffalo, NY

2009 Nissan Altima S

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

2009 Nissan Altima S

Buffalo, NY

UnscoredLimited · 11
$3,199137,749 mi

Comparison: 11 similar vehicles

Buffalo, NY

2013 Ford Focus SE

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

2013 Ford Focus SE

Buffalo, NY

UnscoredLimited · 18
$3,200142,961 mi

Comparison: 18 similar vehicles

Buffalo, NY

2013 Chevrolet Impala LT

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

2013 Chevrolet Impala LT

Buffalo, NY

UnscoredInsufficient · 4
$3,499125,841 mi

Comparison: 4 similar vehicles

Buffalo, NY

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Cheektowaga, NY

UnscoredInsufficient · 0
$3,750133,750 mi

Cheektowaga, NY

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Holley, NY

UnscoredLimited · 16
$3,799128,029 mi

Comparison: 16 similar vehicles

Holley, NY

1998 Toyota Camry CE

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

1998 Toyota Camry CE

Lockport, NY

UnscoredInsufficient · 0
$3,800157,000 mi

Lockport, NY

2005 Kia Sportage LX

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

2005 Kia Sportage LX

Buffalo, NY

UnscoredInsufficient · 0
$3,912121,487 mi

Buffalo, NY

2011 Mercury Milan Base

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

2011 Mercury Milan Base

Lockport, NY

UnscoredInsufficient · 0
$3,995104,000 mi

Lockport, NY

2006 Mercury Montego Luxury

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

2006 Mercury Montego Luxury

Mount Morris, NY

UnscoredLimited · 10
$3,995131,148 mi

Comparison: 10 similar vehicles

Mount Morris, NY

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Buffalo, NY

UnscoredRobust · 64
$4,000161,246 mi

Comparison: 64 similar vehicles

Buffalo, NY

2004 Ford Crown Victoria LX

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

2004 Ford Crown Victoria LX

Niagara Falls, NY

UnscoredInsufficient · 0
$4,000151,073 mi

Niagara Falls, NY

2002 Ford Mustang Standard

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

2002 Ford Mustang Standard

Lockport, NY

UnscoredInsufficient · 0
$4,200146,000 mi

Lockport, NY

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Buffalo, NY

UnscoredInsufficient · 4
$4,282127,074 mi

Comparison: 4 similar vehicles

Buffalo, NY

2011 Ford Edge SE

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

2011 Ford Edge SE

Rochester, NY

UnscoredInsufficient · 0
$4,499158,374 mi

Rochester, NY

2010 Mazda MAZDA6 i Sport

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

2010 Mazda MAZDA6 i Sport

Rochester, NY

UnscoredInsufficient · 0
$4,500208,949 mi

Rochester, NY

2007 Lincoln Town Car Signature

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

2007 Lincoln Town Car Signature

Ontario, NY

UnscoredInsufficient · 0
$4,500114,512 mi

Ontario, NY

2011 Subaru Impreza 2.5i

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

2011 Subaru Impreza 2.5i

Lockport, NY

UnscoredInsufficient · 3
$4,600170,000 mi

Comparison: 3 similar vehicles

Lockport, NY

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Lockport, NY

UnscoredInsufficient · 0
$4,600144,000 mi

Lockport, NY

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Rochester, NY

UnscoredLimited · 7
$4,699142,074 mi

Comparison: 7 similar vehicles

Rochester, NY

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Lockport, NY

Great DealLimited · 10
$4,699101,000 mi

Comparison: 10 similar vehicles

Competitively priced ~33% below the typical range compared to similar vehicles · 882 days listed (based on current market benchmarks)

Lockport, NY

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Rochester, NY

UnscoredInsufficient · 0
$4,75096,470 mi

Rochester, NY

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Holley, NY

UnscoredInsufficient · 4
$4,899109,891 mi

Comparison: 4 similar vehicles

Holley, NY

2006 Buick LaCrosse CXL

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

2006 Buick LaCrosse CXL

Mount Morris, NY

UnscoredInsufficient · 3
$4,900135,234 mi

Comparison: 3 similar vehicles

Mount Morris, NY

2004 Dodge Stratus SXT

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

2004 Dodge Stratus SXT

Webster, NY

UnscoredInsufficient · 0
$4,993171,056 mi

Webster, NY

2012 Nissan Versa S

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

2012 Nissan Versa S

Lockport, NY

UnscoredLimited · 6
$4,995113,601 mi

Comparison: 6 similar vehicles

Lockport, NY

2011 Nissan Sentra S

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

2011 Nissan Sentra S

Ontario, NY

UnscoredInsufficient · 0
$4,995115,000 mi

Ontario, NY

2010 Volkswagen Routan SEL

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

2010 Volkswagen Routan SEL

Cheektowaga, NY

UnscoredInsufficient · 0
$4,995145,600 mi

Cheektowaga, NY

2010 Toyota Prius III

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

2010 Toyota Prius III

Rochester, NY

UnscoredInsufficient · 4
$4,995210,000 mi

Comparison: 4 similar vehicles

Rochester, NY

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Buffalo, NY

UnscoredRobust · 61
$4,999188,040 mi

Comparison: 61 similar vehicles

Buffalo, NY

2014 Ford Focus SE

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

2014 Ford Focus SE

Rochester, NY

Fair PriceModerate · 22
$4,999118,718 mi

Market: $3,995 – $8,995

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Rochester, NY

2014 Kia Soul Base

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

2014 Kia Soul Base

Rochester, NY

UnscoredLimited · 11
$4,999126,323 mi

Comparison: 11 similar vehicles

Rochester, NY

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Lockport, NY

UnscoredLimited · 13
$4,999182,000 mi

Comparison: 13 similar vehicles

Lockport, NY

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Rochester, NY

UnscoredLimited · 11
$4,999200,232 mi

Comparison: 11 similar vehicles

Rochester, NY

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Rochester, NY

UnscoredInsufficient · 0
$4,999126,668 mi

Rochester, NY

2012 Toyota Yaris L

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

2012 Toyota Yaris L

Rochester, NY

UnscoredInsufficient · 0
$4,999157,000 mi

Rochester, NY

2012 Volkswagen CC Sport

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

2012 Volkswagen CC Sport

Rochester, NY

UnscoredInsufficient · 0
$4,999132,000 mi

Rochester, NY

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Rochester, NY

UnscoredInsufficient · 4
$4,999113,972 mi

Comparison: 4 similar vehicles

Rochester, NY

2011 Hyundai Santa Fe SE

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

2011 Hyundai Santa Fe SE

Lockport, NY

UnscoredInsufficient · 0
$4,999179,000 mi

Lockport, NY

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Akron, NY

UnscoredInsufficient · 0
$4,99958,700 mi

Akron, NY

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Lockport, NY

UnscoredModerate · 24
$5,000133,000 mi

Comparison: 24 similar vehicles

Lockport, NY

2013 Hyundai Santa Fe Sport

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

2013 Hyundai Santa Fe Sport

Rochester, NY

UnscoredLimited · 9
$5,200153,000 mi

Comparison: 9 similar vehicles

Rochester, NY

2016 Chevrolet Sonic LTZ

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

2016 Chevrolet Sonic LTZ

Niagara Falls, NY

UnscoredInsufficient · 0
$5,250127,325 mi

Niagara Falls, NY

2007 Honda Accord LX

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

2007 Honda Accord LX

Rochester, NY

UnscoredInsufficient · 0
$5,290180,341 mi

Rochester, NY

2004 Honda Civic EX

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

2004 Honda Civic EX

Rochester, NY

UnscoredInsufficient · 0
$5,290164,223 mi

Rochester, NY

2010 Nissan Altima S

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

2010 Nissan Altima S

Buffalo, NY

UnscoredLimited · 5
$5,295145,375 mi

Comparison: 5 similar vehicles

Buffalo, NY

2014 Chrysler 200 Limited

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

2014 Chrysler 200 Limited

Lockport, NY

UnscoredLimited · 8
$5,29989,000 mi

Comparison: 8 similar vehicles

Lockport, NY

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 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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