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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

137 listings found

2004 Ford Mustang Standard

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

2004 Ford Mustang Standard

Hillsboro, OR

UnscoredInsufficient · 0
$3,995128,498 mi

Hillsboro, OR

2004 Chevrolet Monte Carlo SS

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

2004 Chevrolet Monte Carlo SS

Dallas, OR

UnscoredInsufficient · 0
$4,99868,770 mi

Dallas, OR

1997 Cadillac Eldorado TOURING

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

1997 Cadillac Eldorado TOURING

Keizer, OR

UnscoredInsufficient · 0
$7,99555,500 mi

Keizer, OR

2014 Honda Civic LX

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

2014 Honda Civic LX

Hillsboro, OR

UnscoredModerate · 23
$9,490154,346 mi

Comparison: 23 similar vehicles

Hillsboro, OR

2008 Ford Mustang GT Deluxe

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

2008 Ford Mustang GT Deluxe

Salem, OR

UnscoredInsufficient · 0
$9,995104,269 mi

Salem, OR

2013 MINI Cooper S

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

2013 MINI Cooper S

Newberg, OR

UnscoredInsufficient · 3
$9,99963,792 mi

Comparison: 3 similar vehicles

Newberg, OR

2014 Scion FR-S Base

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

2014 Scion FR-S Base

Lafayette, OR

UnscoredInsufficient · 0
$10,050129,526 mi

Lafayette, OR

2004 Mercedes-Benz CLK-Class CLK320

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

2004 Mercedes-Benz CLK-Class CLK320

Hillsboro, OR

UnscoredInsufficient · 0
$10,36545,082 mi

Hillsboro, OR

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Beaverton, OR

UnscoredLimited · 5
$10,900108,000 mi

Comparison: 5 similar vehicles

Beaverton, OR

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Hillsboro, OR

UnscoredLimited · 5
$10,99092,676 mi

Comparison: 5 similar vehicles

Hillsboro, OR

2016 Honda Civic EX-L

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

2016 Honda Civic EX-L

Dallas, OR

UnscoredLimited · 14
$10,995162,021 mi

Comparison: 14 similar vehicles

Dallas, OR

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

Portland, OR

UnscoredLimited · 6
$10,995101,621 mi

Comparison: 6 similar vehicles

Portland, OR

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

Newberg, OR

UnscoredLimited · 6
$10,999135,000 mi

Comparison: 6 similar vehicles

Newberg, OR

2015 Chevrolet Camaro 1LS

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

2015 Chevrolet Camaro 1LS

Lafayette, OR

UnscoredInsufficient · 0
$11,99978,034 mi

Lafayette, OR

2015 Scion tC Base

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

2015 Scion tC Base

Lafayette, OR

UnscoredLimited · 7
$12,240101,494 mi

Comparison: 7 similar vehicles

Lafayette, OR

2014 Honda Accord EX-L

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

2014 Honda Accord EX-L

Hillsboro, OR

Fair PriceModerate · 23
$12,49596,691 mi

Market: $9,995 – $14,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 198 days listed (based on current market benchmarks)

Hillsboro, OR

2016 Chevrolet Camaro 1LT

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

2016 Chevrolet Camaro 1LT

Portland, OR

UnscoredInsufficient · 0
$12,995136,985 mi

Portland, OR

2015 Scion tC Base

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

2015 Scion tC Base

Tigard, OR

UnscoredLimited · 7
$12,99591,869 mi

Comparison: 7 similar vehicles

Tigard, OR

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Beaverton, OR

UnscoredLimited · 9
$13,69080,739 mi

Comparison: 9 similar vehicles

Beaverton, OR

2007 Ford Mustang GT Premium

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

2007 Ford Mustang GT Premium

Forest Grove, OR

UnscoredInsufficient · 0
$14,950112,016 mi

Forest Grove, OR

2012 Audi A5 Premium

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

2012 Audi A5 Premium

Hillsboro, OR

UnscoredInsufficient · 0
$14,99038,432 mi

Hillsboro, OR

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Hillsboro, OR

UnscoredLimited · 5
$15,99566,155 mi

Comparison: 5 similar vehicles

Hillsboro, OR

2015 Chevrolet Camaro 2LT

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

2015 Chevrolet Camaro 2LT

Hillsboro, OR

UnscoredInsufficient · 4
$16,24597,615 mi

Comparison: 4 similar vehicles

Hillsboro, OR

2011 Chevrolet Camaro 2SS

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

2011 Chevrolet Camaro 2SS

Hillsboro, OR

UnscoredInsufficient · 4
$16,245122,390 mi

Comparison: 4 similar vehicles

Hillsboro, OR

2008 Ford Mustang GT Premium

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

2008 Ford Mustang GT Premium

Salem, OR

UnscoredInsufficient · 0
$17,99568,122 mi

Salem, OR

2016 Audi TT Coupe Base

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

2016 Audi TT Coupe Base

Hillsboro, OR

UnscoredInsufficient · 3
$18,13888,260 mi

Comparison: 3 similar vehicles

Hillsboro, OR

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Beaverton, OR

UnscoredLimited · 5
$18,48478,047 mi

Comparison: 5 similar vehicles

Beaverton, OR

2021 Ford Mustang EcoBoost Premium

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

2021 Ford Mustang EcoBoost Premium

Beaverton, OR

UnscoredInsufficient · 3
$18,99980,000 mi

Comparison: 3 similar vehicles

Beaverton, OR

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

Hillsboro, OR

Fair PriceModerate · 30
$19,99283,535 mi

Market: $16,490 – $26,990

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Hillsboro, OR

2017 Subaru BRZ Limited

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

2017 Subaru BRZ Limited

Hillsboro, OR

UnscoredInsufficient · 0
$20,24954,782 mi

Hillsboro, OR

2018 Dodge Challenger R/T Plus

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

2018 Dodge Challenger R/T Plus

Mcminnville, OR

UnscoredInsufficient · 3
$21,240103,218 mi

Comparison: 3 similar vehicles

Mcminnville, OR

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

Hillsboro, OR

UnscoredInsufficient · 4
$21,24582,145 mi

Comparison: 4 similar vehicles

Hillsboro, OR

2008 Jaguar XK Series XKR Coupe Supercharged

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

2008 Jaguar XK Series XKR Coupe Supercharged

Beaverton, OR

UnscoredInsufficient · 0
$22,20935,711 mi

Beaverton, OR

2016 Chevrolet Camaro 2SS

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

2016 Chevrolet Camaro 2SS

Newberg, OR

UnscoredInsufficient · 3
$24,995102,889 mi

Comparison: 3 similar vehicles

Newberg, OR

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Warrenton, OR

UnscoredInsufficient · 0
$25,21330,162 mi

Warrenton, OR

2018 INFINITI Q60 Coupe LUXE

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

2018 INFINITI Q60 Coupe LUXE

Hillsboro, OR

UnscoredInsufficient · 0
$25,54037,435 mi

Hillsboro, OR

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Beaverton, OR

UnscoredInsufficient · 0
$25,65944,735 mi

Beaverton, OR

2022 Subaru BRZ Limited

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

2022 Subaru BRZ Limited

Warrenton, OR

UnscoredInsufficient · 0
$27,71118,834 mi

Warrenton, OR

2023 Toyota GR86 Base

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

2023 Toyota GR86 Base

Hillsboro, OR

UnscoredLimited · 5
$28,49135,291 mi

Comparison: 5 similar vehicles

Hillsboro, OR

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

Mcminnville, OR

UnscoredInsufficient · 3
$29,73257,661 mi

Comparison: 3 similar vehicles

Mcminnville, OR

2015 Ford Mustang GT

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

2015 Ford Mustang GT

McMinnville, OR

UnscoredInsufficient · 0
$30,15442,757 mi

McMinnville, OR

2015 Maserati GranTurismo Sport

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

2015 Maserati GranTurismo Sport

Beaverton, OR

UnscoredInsufficient · 0
$30,20060,625 mi

Beaverton, OR

2023 Subaru BRZ Limited

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

2023 Subaru BRZ Limited

Beaverton, OR

UnscoredLimited · 7
$30,29310,326 mi

Comparison: 7 similar vehicles

Beaverton, OR

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Forest Grove, OR

UnscoredInsufficient · 0
$32,073Mileage not verified

Forest Grove, OR

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Forest Grove, OR

UnscoredInsufficient · 0
$32,398Mileage not verified

Forest Grove, OR

2022 Dodge Challenger R/T

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

2022 Dodge Challenger R/T

Newberg, OR

UnscoredInsufficient · 4
$32,77618,310 mi

Comparison: 4 similar vehicles

Newberg, OR

2024 Mazda MX-5 Miata RF Club

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

2024 Mazda MX-5 Miata RF Club

Hillsboro, OR

UnscoredInsufficient · 0
$34,79921,834 mi

Hillsboro, OR

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Woodburn, OR

Fair PriceLimited · 14
$35,197Mileage not verified

Market: $30,830 – $40,229

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 253 days listed (based on current market benchmarks)

Woodburn, OR

2025 Toyota GR86 Premium

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

2025 Toyota GR86 Premium

Hillsboro, OR

Fair PriceLimited · 17
$35,7505,103 mi

Market: $32,208 – $37,397

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Hillsboro, OR

2021 BMW 4 Series M440i

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

2021 BMW 4 Series M440i

Beaverton, OR

UnscoredInsufficient · 0
$36,50060,962 mi

Beaverton, OR

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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