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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

273 listings found

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

2014 Honda Civic LX

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

2014 Honda Civic LX

Akron, NY

UnscoredInsufficient · 4
$6,999137,600 mi

Comparison: 4 similar vehicles

Akron, NY

2010 Ford Mustang V6

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

2010 Ford Mustang V6

West Seneca, NY

UnscoredLimited · 6
$7,995104,400 mi

Comparison: 6 similar vehicles

West Seneca, NY

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Alden, NY

UnscoredInsufficient · 3
$8,99597,908 mi

Comparison: 3 similar vehicles

Alden, NY

2009 Ford Mustang Premium

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

2009 Ford Mustang Premium

Buffalo, NY

UnscoredInsufficient · 0
$9,798100,338 mi

Buffalo, NY

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Buffalo, NY

UnscoredInsufficient · 4
$9,999115,408 mi

Comparison: 4 similar vehicles

Buffalo, NY

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Grand Island, NY

UnscoredInsufficient · 0
$10,17023,583 mi

Grand Island, NY

2004 Ford Mustang GT Deluxe

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

2004 Ford Mustang GT Deluxe

Orchard Park, NY

UnscoredInsufficient · 0
$10,496110,298 mi

Orchard Park, NY

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

North Tonawanda, NY

UnscoredInsufficient · 0
$10,988104,536 mi

North Tonawanda, NY

2011 BMW 1 Series 128i

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

2011 BMW 1 Series 128i

North Tonawanda, NY

UnscoredInsufficient · 4
$11,98860,188 mi

Comparison: 4 similar vehicles

North Tonawanda, NY

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

North Tonawanda, NY

UnscoredInsufficient · 3
$12,98893,639 mi

Comparison: 3 similar vehicles

North Tonawanda, NY

2014 Dodge Challenger R/T

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

2014 Dodge Challenger R/T

North Tonawanda, NY

UnscoredInsufficient · 0
$13,995101,518 mi

North Tonawanda, NY

2012 MINI Cooper John Cooper Works

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

2012 MINI Cooper John Cooper Works

Hamburg, NY

UnscoredInsufficient · 0
$14,95757,648 mi

Hamburg, NY

2015 Scion FR-S Base

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

2015 Scion FR-S Base

Hamburg, NY

UnscoredInsufficient · 0
$14,97574,128 mi

Hamburg, NY

2014 Scion tC Base

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

2014 Scion tC Base

Akron, NY

UnscoredLimited · 6
$14,99077,203 mi

Comparison: 6 similar vehicles

Akron, NY

2001 Chevrolet Monte Carlo SS

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

2001 Chevrolet Monte Carlo SS

Depew, NY

UnscoredInsufficient · 0
$14,9904,598 mi

Depew, NY

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Tonawanda, NY

UnscoredInsufficient · 0
$15,30421,585 mi

Tonawanda, NY

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Buffalo, NY

UnscoredInsufficient · 0
$15,99545,835 mi

Buffalo, NY

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Elma, NY

UnscoredInsufficient · 3
$16,45962,870 mi

Comparison: 3 similar vehicles

Elma, NY

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

Akron, NY

UnscoredInsufficient · 3
$16,59072,286 mi

Comparison: 3 similar vehicles

Akron, NY

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Depew, NY

UnscoredInsufficient · 0
$16,60079,558 mi

Depew, NY

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Buffalo, NY

UnscoredInsufficient · 0
$16,72149,510 mi

Buffalo, NY

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Springville, NY

UnscoredInsufficient · 0
$16,93939,846 mi

Springville, NY

2011 BMW 3 Series 335is

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

2011 BMW 3 Series 335is

Hamburg, NY

UnscoredInsufficient · 0
$16,97878,521 mi

Hamburg, NY

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Akron, NY

UnscoredLimited · 8
$16,99091,658 mi

Comparison: 8 similar vehicles

Akron, NY

2019 Honda Civic LX

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

2019 Honda Civic LX

Buffalo, NY

UnscoredInsufficient · 0
$17,25757,515 mi

Buffalo, NY

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Springville, NY

UnscoredInsufficient · 0
$17,90431,328 mi

Springville, NY

2015 Audi A5 Premium Plus

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

2015 Audi A5 Premium Plus

Akron, NY

UnscoredInsufficient · 0
$17,99058,027 mi

Akron, NY

2018 Dodge Challenger SXT Plus

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

2018 Dodge Challenger SXT Plus

Grand Island, NY

UnscoredInsufficient · 0
$18,17076,715 mi

Grand Island, NY

2020 Chevrolet Camaro 1LT

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

2020 Chevrolet Camaro 1LT

Amherst, NY

UnscoredLimited · 5
$18,47272,116 mi

Comparison: 5 similar vehicles

Amherst, NY

2020 Subaru BRZ Limited

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

2020 Subaru BRZ Limited

Depew, NY

UnscoredInsufficient · 0
$18,499104,223 mi

Depew, NY

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Akron, NY

UnscoredInsufficient · 0
$18,59069,786 mi

Akron, NY

2013 Scion FR-S Base

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

2013 Scion FR-S Base

Akron, NY

UnscoredInsufficient · 0
$18,59063,325 mi

Akron, NY

2020 BMW 2 Series 230i

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

2020 BMW 2 Series 230i

Buffalo, NY

UnscoredInsufficient · 0
$18,74680,855 mi

Buffalo, NY

2015 BMW 4 Series 435i

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

2015 BMW 4 Series 435i

Buffalo, NY

UnscoredInsufficient · 0
$18,90055,000 mi

Buffalo, NY

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Akron, NY

OverpricedModerate · 27
$18,99076,923 mi

Market: $16,590 – $18,985

Comparison: 27 similar vehicles

Akron, NY

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

Buffalo, NY

UnscoredInsufficient · 0
$19,49556,005 mi

Buffalo, NY

2006 Ford Mustang GT Premium

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

2006 Ford Mustang GT Premium

Lockport, NY

UnscoredInsufficient · 0
$19,98841,144 mi

Lockport, NY

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Orchard Park, NY

UnscoredInsufficient · 0
$21,11035,473 mi

Orchard Park, NY

2016 Dodge Challenger R/T

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

2016 Dodge Challenger R/T

North Tonawanda, NY

UnscoredInsufficient · 0
$21,98882,115 mi

North Tonawanda, NY

2019 Dodge Challenger R/T

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

2019 Dodge Challenger R/T

Akron, NY

Fair PriceLimited · 13
$21,99085,714 mi

Market: $19,609 – $30,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Akron, NY

2017 Toyota 86 Base

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

2017 Toyota 86 Base

Grand Island, NY

UnscoredInsufficient · 0
$22,17044,982 mi

Grand Island, NY

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Batavia, NY

UnscoredInsufficient · 0
$22,38553,884 mi

Batavia, NY

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

Akron, NY

UnscoredInsufficient · 0
$22,99052,301 mi

Akron, NY

2009 Ford Mustang GT Premium

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

2009 Ford Mustang GT Premium

Depew, NY

UnscoredInsufficient · 0
$23,44530,551 mi

Depew, NY

2017 INFINITI Q60 Coupe Premium

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

2017 INFINITI Q60 Coupe Premium

Bowmansville, NY

UnscoredInsufficient · 0
$23,94479,385 mi

Bowmansville, NY

2016 Dodge Challenger R/T

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

2016 Dodge Challenger R/T

Akron, NY

UnscoredInsufficient · 0
$23,99069,383 mi

Akron, NY

2015 Ford Mustang GT Premium

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

2015 Ford Mustang GT Premium

Medina, NY

UnscoredInsufficient · 0
$24,00053,610 mi

Medina, NY

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Bowmansville, NY

UnscoredInsufficient · 0
$24,54242,869 mi

Bowmansville, NY

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

Cheektowaga, NY

UnscoredInsufficient · 0
$24,96914,334 mi

Cheektowaga, 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 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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