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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 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

70 listings found

2006 Honda Civic EX

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

2006 Honda Civic EX

Union Gap, WA

UnscoredLimited · 10
$3,995189,785 mi

Comparison: 10 similar vehicles

Union Gap, WA

2003 Ford Mustang GT Deluxe

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

2003 Ford Mustang GT Deluxe

Union Gap, WA

UnscoredInsufficient · 0
$4,995121,588 mi

Union Gap, WA

2012 Nissan Altima SR

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

2012 Nissan Altima SR

Yakima, WA

UnscoredLimited · 10
$5,795174,635 mi

Comparison: 10 similar vehicles

Yakima, WA

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Toppenish, WA

UnscoredInsufficient · 0
$6,980127,884 mi

Toppenish, WA

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

Yakima, WA

OverpricedLimited · 13
$8,998109,871 mi

Market: $5,488 – $7,195

Comparison: 13 similar vehicles

Priced ~25% above the typical market range for similar vehicles (based on current market benchmarks)

Yakima, WA

2015 MINI Cooper Base

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

2015 MINI Cooper Base

Yakima, WA

UnscoredLimited · 8
$9,99593,266 mi

Comparison: 8 similar vehicles

Yakima, WA

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Yakima, WA

UnscoredInsufficient · 4
$10,995149,085 mi

Comparison: 4 similar vehicles

Yakima, WA

2012 Honda Civic EX-L

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

2012 Honda Civic EX-L

Yakima, WA

UnscoredLimited · 7
$11,999117,418 mi

Comparison: 7 similar vehicles

Yakima, WA

2016 BMW 4 Series 428i

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

2016 BMW 4 Series 428i

Yakima, WA

UnscoredLimited · 8
$12,395102,822 mi

Comparison: 8 similar vehicles

Yakima, WA

2011 Audi S5 Premium Plus

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

2011 Audi S5 Premium Plus

Wenatchee, WA

UnscoredInsufficient · 3
$12,796102,585 mi

Comparison: 3 similar vehicles

Wenatchee, WA

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

Yakima, WA

UnscoredLimited · 6
$12,995129,537 mi

Comparison: 6 similar vehicles

Yakima, WA

2000 Chevrolet Corvette Base

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

2000 Chevrolet Corvette Base

Yakima, WA

UnscoredInsufficient · 3
$12,995108,040 mi

Comparison: 3 similar vehicles

Yakima, WA

2017 Mercedes-Benz E-Class E400

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

2017 Mercedes-Benz E-Class E400

Yakima, WA

UnscoredInsufficient · 3
$12,999111,781 mi

Comparison: 3 similar vehicles

Yakima, WA

2016 Honda Civic LX

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

2016 Honda Civic LX

Yakima, WA

Salvage title
$12,99977,641 mi

Yakima, WA

2013 Chevrolet Camaro 2LS

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

2013 Chevrolet Camaro 2LS

Yakima, WA

UnscoredInsufficient · 0
$12,999103,627 mi

Yakima, WA

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Wenatchee, WA

UnscoredInsufficient · 4
$13,74080,000 mi

Comparison: 4 similar vehicles

Wenatchee, WA

2017 Honda Civic LX

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

2017 Honda Civic LX

Yakima, WA

Fair PriceModerate · 40
$15,77575,863 mi

Market: $7,500 – $19,988

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Yakima, WA

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Yakima, WA

UnscoredInsufficient · 0
$15,77783,820 mi

Yakima, WA

2011 Nissan 370Z Touring

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

2011 Nissan 370Z Touring

Yakima, WA

UnscoredInsufficient · 0
$15,995124,466 mi

Yakima, WA

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Yakima, WA

UnscoredInsufficient · 0
$16,49953,785 mi

Yakima, WA

2017 Dodge Challenger GT

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

2017 Dodge Challenger GT

Yakima, WA

Fair PriceLimited · 14
$16,99591,994 mi

Market: $16,195 – $21,425

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Yakima, WA

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Yakima, WA

UnscoredInsufficient · 0
$16,99991,347 mi

Yakima, WA

2013 Dodge Challenger SRT8

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

2013 Dodge Challenger SRT8

Yakima, WA

UnscoredInsufficient · 0
$17,199110,788 mi

Yakima, WA

2009 Dodge Challenger R/T

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

2009 Dodge Challenger R/T

Yakima, WA

UnscoredInsufficient · 0
$17,49931,496 mi

Yakima, WA

2016 BMW 4 Series 435i

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

2016 BMW 4 Series 435i

Yakima, WA

UnscoredInsufficient · 4
$17,57784,549 mi

Comparison: 4 similar vehicles

Yakima, WA

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Yakima, WA

Fair PriceLimited · 19
$17,99981,891 mi

Market: $16,999 – $19,999

Comparison: 19 similar vehicles

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

Yakima, WA

2017 Toyota 86 Base

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

2017 Toyota 86 Base

Yakima, WA

Salvage title
$17,99935,462 mi

Yakima, WA

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Yakima, WA

UnscoredLimited · 9
$17,99970,100 mi

Comparison: 9 similar vehicles

Yakima, WA

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Yakima, WA

UnscoredLimited · 5
$17,99963,807 mi

Comparison: 5 similar vehicles

Yakima, WA

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Yakima, WA

UnscoredInsufficient · 0
$18,14259,401 mi

Yakima, WA

2021 Mercedes-Benz C-Class Coupe C300

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

2021 Mercedes-Benz C-Class Coupe C300

Yakima, WA

UnscoredInsufficient · 0
$19,499114,452 mi

Yakima, WA

2005 Pontiac GTO Base

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

2005 Pontiac GTO Base

Yakima, WA

UnscoredInsufficient · 0
$19,99560,057 mi

Yakima, WA

2004 Pontiac GTO Base

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

2004 Pontiac GTO Base

Yakima, WA

UnscoredInsufficient · 0
$19,99539,037 mi

Yakima, WA

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Yakima, WA

OverpricedModerate · 25
$19,99971,012 mi

Market: $12,985 – $19,998

Comparison: 25 similar vehicles

Yakima, WA

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Selah, WA

Great DealLimited · 12
$20,99916,122 mi

Market: $24,485 – $26,700

Comparison: 12 similar vehicles

Competitively priced ~14% below the typical range compared to similar vehicles · 140 days listed (based on current market benchmarks)

Selah, WA

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Yakima, WA

UnscoredLimited · 8
$21,99959,845 mi

Comparison: 8 similar vehicles

Yakima, WA

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

Yakima, WA

UnscoredInsufficient · 0
$21,99953,826 mi

Yakima, WA

2015 Ford Mustang GT

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

2015 Ford Mustang GT

Yakima, WA

UnscoredLimited · 8
$22,999102,467 mi

Comparison: 8 similar vehicles

Yakima, WA

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Yakima, WA

Fair PriceLimited · 11
$24,179Mileage not verified

Market: $15,995 – $29,991

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Yakima, WA

2023 Dodge Challenger GT

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

2023 Dodge Challenger GT

Yakima, WA

UnscoredInsufficient · 0
$24,18052,049 mi

Yakima, WA

2023 Chevrolet Camaro 1LT

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

2023 Chevrolet Camaro 1LT

Yakima, WA

UnscoredInsufficient · 0
$25,08856,988 mi

Yakima, WA

2017 Ford Mustang GT Premium

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

2017 Ford Mustang GT Premium

Wenatchee, WA

UnscoredInsufficient · 0
$25,48933,000 mi

Wenatchee, WA

2018 Dodge Challenger T/A

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

2018 Dodge Challenger T/A

Yakima, WA

UnscoredInsufficient · 0
$26,99840,624 mi

Yakima, WA

2015 Lexus RC 350

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

2015 Lexus RC 350

Wenatchee, WA

OverpricedLimited · 16
$27,850125,203 mi

Market: $23,441 – $26,462

Comparison: 16 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Wenatchee, WA

2018 Dodge Challenger Scat Pack

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

2018 Dodge Challenger Scat Pack

Yakima, WA

UnscoredInsufficient · 0
$28,88853,680 mi

Yakima, WA

2019 Ford Mustang GT

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

2019 Ford Mustang GT

Yakima, WA

UnscoredInsufficient · 0
$28,99974,063 mi

Yakima, WA

2001 Porsche 911 Carrera

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

2001 Porsche 911 Carrera

Yakima, WA

UnscoredInsufficient · 0
$28,99988,531 mi

Yakima, WA

2026 Toyota GR86 Base

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

2026 Toyota GR86 Base

East Wenatchee, WA

UnscoredInsufficient · 0
$31,6501,836 mi

East Wenatchee, WA

2017 BMW M4 Coupe Base

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

2017 BMW M4 Coupe Base

Yakima, WA

UnscoredInsufficient · 0
$31,999114,739 mi

Yakima, WA

2021 Dodge Challenger R/T

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

2021 Dodge Challenger R/T

Yakima, WA

UnscoredLimited · 7
$32,50076,131 mi

Comparison: 7 similar vehicles

Yakima, WA

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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