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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

350 listings found

2002 Buick LeSabre Custom

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

2002 Buick LeSabre Custom

Casper, WY

UnscoredInsufficient · 0
$1,955188,670 mi

Casper, WY

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Sheridan, WY

UnscoredInsufficient · 0
$3,800174,000 mi

Sheridan, WY

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Buffalo, WY

UnscoredInsufficient · 0
$3,995135,912 mi

Buffalo, WY

2009 Pontiac G6

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

2009 Pontiac G6

Casper, WY

UnscoredInsufficient · 0
$4,500137,477 mi

Casper, WY

2007 Chevrolet Impala SS

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

2007 Chevrolet Impala SS

Casper, WY

UnscoredInsufficient · 3
$4,500233,610 mi

Comparison: 3 similar vehicles

Casper, WY

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Rock Springs, WY

UnscoredInsufficient · 0
$4,595141,392 mi

Rock Springs, WY

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Torrington, WY

UnscoredInsufficient · 3
$4,888153,082 mi

Comparison: 3 similar vehicles

Torrington, WY

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Casper, WY

UnscoredInsufficient · 0
$4,914114,382 mi

Casper, WY

2012 Hyundai Elantra GLS

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

2012 Hyundai Elantra GLS

Sheridan, WY

UnscoredInsufficient · 0
$4,950131,195 mi

Sheridan, WY

2000 Mercury Grand Marquis GS

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

2000 Mercury Grand Marquis GS

Dayton, WY

UnscoredInsufficient · 0
$4,999116,473 mi

Dayton, WY

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Torrington, WY

UnscoredInsufficient · 0
$5,100181,985 mi

Torrington, WY

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Gillette, WY

UnscoredInsufficient · 0
$5,300137,000 mi

Gillette, WY

2016 Chevrolet Sonic LT

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

2016 Chevrolet Sonic LT

Laramie, WY

UnscoredInsufficient · 4
$5,431144,899 mi

Comparison: 4 similar vehicles

Laramie, WY

2016 Nissan Versa Sedan S

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

2016 Nissan Versa Sedan S

Sheridan, WY

UnscoredInsufficient · 0
$5,450128,204 mi

Sheridan, WY

2015 Nissan Altima S

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

2015 Nissan Altima S

Worland, WY

UnscoredInsufficient · 0
$5,500139,000 mi

Worland, WY

2005 Ford Five Hundred SEL

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

2005 Ford Five Hundred SEL

Rock Springs, WY

UnscoredInsufficient · 0
$5,995122,601 mi

Rock Springs, WY

2005 Mercedes-Benz S-Class S500

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

2005 Mercedes-Benz S-Class S500

Casper, WY

UnscoredInsufficient · 0
$6,250216,920 mi

Casper, WY

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Cheyenne, WY

UnscoredInsufficient · 0
$6,28889,458 mi

Cheyenne, WY

2013 Ford Focus SE

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

2013 Ford Focus SE

Cheyenne, WY

UnscoredLimited · 9
$6,382140,025 mi

Comparison: 9 similar vehicles

Cheyenne, WY

2019 Nissan Versa Sedan SV

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

2019 Nissan Versa Sedan SV

Worland, WY

UnscoredInsufficient · 0
$6,500114,000 mi

Worland, WY

2015 Volkswagen Passat S

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

2015 Volkswagen Passat S

Sheridan, WY

UnscoredInsufficient · 0
$6,500150,291 mi

Sheridan, WY

2009 Buick Lucerne Super

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

2009 Buick Lucerne Super

Casper, WY

UnscoredInsufficient · 0
$6,500143,815 mi

Casper, WY

2011 Chevrolet Malibu 1LS

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

2011 Chevrolet Malibu 1LS

Casper, WY

UnscoredInsufficient · 0
$6,549125,880 mi

Casper, WY

2013 Ford Focus SE

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

2013 Ford Focus SE

Pinedale, WY

OverpricedLimited · 18
$6,595152,796 mi

Market: $1,950 – $5,999

Comparison: 18 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Pinedale, WY

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Torrington, WY

UnscoredInsufficient · 0
$6,695123,340 mi

Torrington, WY

No Photo

2008 Chevrolet Malibu LTZ

Rock Springs, WY

UnscoredInsufficient · 0
$6,750139,064 mi

Rock Springs, WY

2012 Toyota Camry SE

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

2012 Toyota Camry SE

Sheridan, WY

UnscoredInsufficient · 3
$6,900197,264 mi

Comparison: 3 similar vehicles

Sheridan, WY

2004 Toyota Camry XLE

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

2004 Toyota Camry XLE

Riverton, WY

UnscoredInsufficient · 0
$6,950218,694 mi

Riverton, WY

2014 Honda Civic LX

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

2014 Honda Civic LX

Cheyenne, WY

Fair PriceLimited · 12
$6,988186,503 mi

Market: $5,999 – $11,999

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Cheyenne, WY

2013 Cadillac XTS Premium Collection

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

2013 Cadillac XTS Premium Collection

Wheatland, WY

UnscoredInsufficient · 0
$6,995171,386 mi

Wheatland, WY

2008 Toyota Avalon XL

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

2008 Toyota Avalon XL

Newcastle, WY

UnscoredInsufficient · 0
$7,470143,867 mi

Newcastle, WY

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Torrington, WY

UnscoredInsufficient · 0
$7,49595,371 mi

Torrington, WY

2014 Chevrolet Cruze Turbo Diesel

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

2014 Chevrolet Cruze Turbo Diesel

Casper, WY

UnscoredInsufficient · 0
$7,500119,689 mi

Casper, WY

2014 Honda Civic LX

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

2014 Honda Civic LX

Sheridan, WY

UnscoredInsufficient · 0
$7,500212,106 mi

Sheridan, WY

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Sheridan, WY

UnscoredInsufficient · 0
$7,500232,429 mi

Sheridan, WY

2010 Lexus HS Premium

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

2010 Lexus HS Premium

Cheyenne, WY

UnscoredInsufficient · 0
$7,988193,186 mi

Cheyenne, WY

2016 Chevrolet Malibu Limited 1LZ

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

2016 Chevrolet Malibu Limited 1LZ

Torrington, WY

UnscoredInsufficient · 0
$7,995177,823 mi

Torrington, WY

2010 Toyota Corolla Base

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

2010 Toyota Corolla Base

Laramie, WY

UnscoredInsufficient · 0
$7,995121,989 mi

Laramie, WY

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Casper, WY

UnscoredInsufficient · 0
$8,000161,377 mi

Casper, WY

No Photo

2007 Chrysler Sebring Limited

Casper, WY

UnscoredInsufficient · 0
$8,00071,785 mi

Casper, WY

2019 Hyundai Accent SE

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

2019 Hyundai Accent SE

Rock Springs, WY

UnscoredInsufficient · 0
$8,030113,290 mi

Rock Springs, WY

2008 Volkswagen Passat VR6

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

2008 Volkswagen Passat VR6

Rock Springs, WY

UnscoredInsufficient · 0
$8,27592,902 mi

Rock Springs, WY

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Laramie, WY

UnscoredInsufficient · 4
$8,49593,572 mi

Comparison: 4 similar vehicles

Laramie, WY

2009 Honda Civic LX

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

2009 Honda Civic LX

Sheridan, WY

UnscoredInsufficient · 0
$8,95093,201 mi

Sheridan, WY

2007 Lexus GS 350

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

2007 Lexus GS 350

Gillette, WY

UnscoredInsufficient · 0
$8,950146,625 mi

Gillette, WY

2010 Honda Accord EX-L V6

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

2010 Honda Accord EX-L V6

Laramie, WY

UnscoredLimited · 5
$8,987152,057 mi

Comparison: 5 similar vehicles

Laramie, WY

2018 Ford Fusion Hybrid SE

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

2018 Ford Fusion Hybrid SE

Worland, WY

UnscoredInsufficient · 0
$8,995127,000 mi

Worland, WY

2011 Buick Lucerne CXL

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

2011 Buick Lucerne CXL

Newcastle, WY

UnscoredInsufficient · 0
$8,995107,466 mi

Newcastle, WY

2011 Honda Accord SE

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

2011 Honda Accord SE

Casper, WY

UnscoredInsufficient · 0
$9,000148,141 mi

Casper, WY

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Casper, WY

UnscoredInsufficient · 0
$9,000117,445 mi

Casper, WY

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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