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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

35 listings found

2010 Mazda RX-8 Grand Touring

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

2010 Mazda RX-8 Grand Touring

Prineville, OR

UnscoredInsufficient · 0
$6,99580,254 mi

Prineville, OR

2007 Ford Mustang Deluxe

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

2007 Ford Mustang Deluxe

Redmond, OR

UnscoredInsufficient · 0
$7,999193,108 mi

Redmond, OR

2012 Honda Civic EX

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

2012 Honda Civic EX

Bend, OR

UnscoredLimited · 10
$10,130187,126 mi

Comparison: 10 similar vehicles

Bend, OR

2003 Mercedes-Benz CL-Class CL600

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

2003 Mercedes-Benz CL-Class CL600

Prineville, OR

UnscoredInsufficient · 0
$11,995153,584 mi

Prineville, OR

2015 Chevrolet Camaro 2LT

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

2015 Chevrolet Camaro 2LT

Prineville, OR

Fair PriceModerate · 25
$12,995105,362 mi

Market: $7,975 – $16,283

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 432 days listed (based on current market benchmarks)

Prineville, OR

2014 Cadillac ELR Base

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

2014 Cadillac ELR Base

Bend, OR

UnscoredInsufficient · 0
$13,995100,313 mi

Bend, OR

2016 BMW 2 Series M235i

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

2016 BMW 2 Series M235i

Bend, OR

UnscoredInsufficient · 0
$15,389126,880 mi

Bend, OR

2015 Honda Civic Si

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

2015 Honda Civic Si

Bend, OR

UnscoredLimited · 6
$17,99594,977 mi

Comparison: 6 similar vehicles

Bend, OR

2014 Chevrolet Camaro 2SS

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

2014 Chevrolet Camaro 2SS

Bend, OR

UnscoredInsufficient · 3
$18,99592,382 mi

Comparison: 3 similar vehicles

Bend, OR

2018 Mercedes-Benz C-Class Coupe C300

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

2018 Mercedes-Benz C-Class Coupe C300

Bend, OR

UnscoredInsufficient · 0
$21,20848,876 mi

Bend, OR

2027 Porsche 911 T

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

2027 Porsche 911 T

Bend, OR

UnscoredInsufficient · 0
$22,440Mileage not verified

Bend, OR

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Bend, OR

UnscoredLimited · 8
$24,46554,376 mi

Comparison: 8 similar vehicles

Bend, OR

2016 Ford Mustang GT Premium

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

2016 Ford Mustang GT Premium

Bend, OR

UnscoredInsufficient · 4
$26,49773,537 mi

Comparison: 4 similar vehicles

Bend, 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

Bend, OR

UnscoredInsufficient · 0
$26,67443,450 mi

Bend, OR

2013 Audi RS 5 Base

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

2013 Audi RS 5 Base

Bend, OR

UnscoredInsufficient · 3
$27,71395,341 mi

Comparison: 3 similar vehicles

Bend, OR

2021 BMW 2 Series 230i

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

2021 BMW 2 Series 230i

Bend, OR

UnscoredInsufficient · 0
$27,99836,476 mi

Bend, OR

2011 Chevrolet Camaro 2SS

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

2011 Chevrolet Camaro 2SS

Redmond, OR

UnscoredInsufficient · 0
$28,21337,143 mi

Redmond, OR

2024 Subaru BRZ Limited

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

2024 Subaru BRZ Limited

Bend, OR

UnscoredInsufficient · 0
$32,84827,769 mi

Bend, OR

2027 Toyota GR86 Base

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

2027 Toyota GR86 Base

Bend, OR

UnscoredInsufficient · 0
$38,072Mileage not verified

Bend, OR

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Madras, OR

Fair PriceRobust · 127
$39,693Mileage not verified

Market: $32,322 – $52,110

Comparison: 127 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 139 days listed (based on current market benchmarks)

Madras, OR

2026 Mazda MX-5 Miata RF Grand Touring

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

2026 Mazda MX-5 Miata RF Grand Touring

Bend, OR

Fair PriceModerate · 23
$40,543Mileage not verified

Market: $40,255 – $42,440

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 266 days listed (based on current market benchmarks)

Bend, OR

2026 Subaru BRZ tS

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

2026 Subaru BRZ tS

Bend, OR

UnscoredLimited · 7
$40,651Mileage not verified

Comparison: 7 similar vehicles

Bend, OR

2020 Dodge Challenger R/T

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

2020 Dodge Challenger R/T

Bend, OR

UnscoredInsufficient · 0
$41,70814,535 mi

Bend, OR

2024 Ford Mustang GT Premium

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

2024 Ford Mustang GT Premium

Bend, OR

UnscoredLimited · 7
$43,98113,360 mi

Comparison: 7 similar vehicles

Bend, OR

2022 Ford Mustang GT Premium

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

2022 Ford Mustang GT Premium

Bend, OR

UnscoredInsufficient · 0
$45,9953,365 mi

Bend, OR

2027 Porsche 911 GTS

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

2027 Porsche 911 GTS

Bend, OR

UnscoredInsufficient · 0
$47,770Mileage not verified

Bend, OR

2017 Porsche 911 Carrera

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

2017 Porsche 911 Carrera

Bend, OR

UnscoredInsufficient · 0
$73,99559,643 mi

Bend, OR

2014 Nissan GT-R Black Edition

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

2014 Nissan GT-R Black Edition

Bend, OR

UnscoredInsufficient · 0
$76,99578,358 mi

Bend, OR

2001 Ferrari 360 Base

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

2001 Ferrari 360 Base

Bend, OR

UnscoredInsufficient · 0
$77,99539,180 mi

Bend, OR

2026 Chevrolet Corvette 2LT

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

2026 Chevrolet Corvette 2LT

Madras, OR

UnscoredLimited · 5
$84,745Mileage not verified

Comparison: 5 similar vehicles

Madras, OR

2014 Nissan GT-R Black Edition

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

2014 Nissan GT-R Black Edition

Bend, OR

UnscoredInsufficient · 0
$95,50036,084 mi

Bend, OR

2021 Ford Mustang Shelby GT500

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

2021 Ford Mustang Shelby GT500

Madras, OR

UnscoredInsufficient · 0
$103,0641,469 mi

Madras, OR

2026 Ford Mustang Dark Horse

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

2026 Ford Mustang Dark Horse

Madras, OR

UnscoredInsufficient · 3
$148,830Mileage not verified

Comparison: 3 similar vehicles

Madras, OR

2025 Porsche 911 GTS

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

2025 Porsche 911 GTS

Bend, OR

UnscoredInsufficient · 0
$204,995326 mi

Bend, OR

2026 Ford Mustang Dark Horse

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

2026 Ford Mustang Dark Horse

Madras, OR

UnscoredInsufficient · 3
$215,815Mileage not verified

Comparison: 3 similar vehicles

Madras, 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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