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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 · November 9, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

353 listings found

2014 Kia Optima EX Hybrid

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

2014 Kia Optima EX Hybrid

Oakdale, CA

UnscoredInsufficient · 0
$8,49996,870 mi

Oakdale, CA

2018 Hyundai Elantra SE

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

2018 Hyundai Elantra SE

Oakdale, CA

Unscored
$9,49969,783 mi

Comparison: 7 similar vehicles

Oakdale, CA

2018 Chevrolet Silverado 1500 Work Truck 1WT

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

2018 Chevrolet Silverado 1500 Work Truck 1WT

Oakdale, CA

Unscored
$9,999219,568 mi

Comparison: 13 similar vehicles

Oakdale, CA

2014 Chevrolet Express Cutaway Base

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

2014 Chevrolet Express Cutaway Base

Oakdale, CA

UnscoredInsufficient · 3
$9,99990,990 mi

Comparison: 3 similar vehicles

Oakdale, CA

2013 Chevrolet Tahoe Fleet

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

2013 Chevrolet Tahoe Fleet

Oakdale, CA

UnscoredInsufficient · 0
$9,999199,357 mi

Oakdale, CA

2011 Ford F-250 Super Duty XL

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

2011 Ford F-250 Super Duty XL

Oakdale, CA

UnscoredInsufficient · 0
$9,999202,998 mi

Oakdale, CA

1987 Ford F7000

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

1987 Ford F7000

Oakdale, CA

UnscoredInsufficient · 0
$9,99928,840 mi

Oakdale, CA

2014 Ford F-250 Super Duty XLT

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

2014 Ford F-250 Super Duty XLT

Oakdale, CA

UnscoredInsufficient · 0
$10,999191,185 mi

Oakdale, CA

2010 Chevrolet Express

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

2010 Chevrolet Express

Oakdale, CA

UnscoredInsufficient · 0
$10,999142,986 mi

Oakdale, CA

2010 Cadillac Escalade Premium

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

2010 Cadillac Escalade Premium

Oakdale, CA

UnscoredInsufficient · 0
$10,999151,267 mi

Oakdale, CA

2008 Ford F-450 Super Duty Chassis Cab XL

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

2008 Ford F-450 Super Duty Chassis Cab XL

Oakdale, CA

UnscoredInsufficient · 4
$10,999208,760 mi

Comparison: 4 similar vehicles

Oakdale, CA

2014 Ford F-250 Super Duty XL

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

2014 Ford F-250 Super Duty XL

Oakdale, CA

Unscored
$11,077211,464 mi

Comparison: 5 similar vehicles

Oakdale, CA

2011 Subaru Impreza WRX Premium

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

2011 Subaru Impreza WRX Premium

Oakdale, CA

UnscoredInsufficient · 0
$11,499152,057 mi

Oakdale, CA

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Oakdale, CA

UnscoredInsufficient · 3
$11,499191,167 mi

Comparison: 3 similar vehicles

Oakdale, CA

2021 Nissan Sentra SV

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

2021 Nissan Sentra SV

Oakdale, CA

Unscored
$11,627127,602 mi

Comparison: 11 similar vehicles

Oakdale, CA

2017 Subaru Crosstrek Limited

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

2017 Subaru Crosstrek Limited

Oakdale, CA

Unscored
$11,99987,337 mi

Comparison: 5 similar vehicles

Oakdale, CA

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

Oakdale, CA

UnscoredInsufficient · 3
$11,999170,300 mi

Comparison: 3 similar vehicles

Oakdale, CA

2011 Chevrolet Silverado 2500HD WT

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

2011 Chevrolet Silverado 2500HD WT

Oakdale, CA

UnscoredInsufficient · 0
$11,999137,235 mi

Oakdale, CA

2008 Ford Econoline

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

2008 Ford Econoline

Oakdale, CA

UnscoredInsufficient · 0
$11,999164,200 mi

Oakdale, CA

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Oakdale, CA

UnscoredInsufficient · 3
$11,999113,319 mi

Comparison: 3 similar vehicles

Oakdale, CA

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

Oakdale, CA

UnscoredInsufficient · 3
$12,077191,040 mi

Comparison: 3 similar vehicles

Oakdale, CA

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Oakdale, CA

Fair PriceModerate · 38
$12,72799,247 mi

Market: $10,123 – $19,558

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 214 days listed (based on current market benchmarks)

Oakdale, CA

2015 Ford F-250 Super Duty XLT

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

2015 Ford F-250 Super Duty XLT

Oakdale, CA

UnscoredInsufficient · 0
$12,999159,896 mi

Oakdale, CA

2015 Chevrolet Express Passenger LS

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

2015 Chevrolet Express Passenger LS

Oakdale, CA

UnscoredInsufficient · 3
$12,999122,146 mi

Comparison: 3 similar vehicles

Oakdale, CA

2014 Ford E-Series Econoline Wagon XL

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

2014 Ford E-Series Econoline Wagon XL

Oakdale, CA

UnscoredInsufficient · 3
$12,999189,088 mi

Comparison: 3 similar vehicles

Oakdale, CA

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Oakdale, CA

Salvage title
$13,49913,722 mi

Oakdale, CA

2021 Kia K5 LXS

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

2021 Kia K5 LXS

Oakdale, CA

Unscored
$13,627121,602 mi

Comparison: 8 similar vehicles

Oakdale, CA

2018 Chrysler Pacifica Touring L

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

2018 Chrysler Pacifica Touring L

Oakdale, CA

Unscored
$13,62788,810 mi

Comparison: 5 similar vehicles

Oakdale, CA

2017 Ford Explorer Limited

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

2017 Ford Explorer Limited

Oakdale, CA

Unscored
$13,627125,415 mi

Comparison: 12 similar vehicles

Oakdale, CA

2014 Toyota Tacoma Base

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

2014 Toyota Tacoma Base

Oakdale, CA

Unscored
$13,999148,698 mi

Comparison: 28 similar vehicles

Oakdale, CA

2012 GMC Sierra 2500HD Work Truck

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

2012 GMC Sierra 2500HD Work Truck

Oakdale, CA

UnscoredInsufficient · 0
$13,999102,857 mi

Oakdale, CA

2006 Chevrolet Silverado 3500 Chassis Cab

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

2006 Chevrolet Silverado 3500 Chassis Cab

Oakdale, CA

UnscoredInsufficient · 0
$13,999159,945 mi

Oakdale, CA

2018 BMW X5 sDrive35i

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

2018 BMW X5 sDrive35i

Oakdale, CA

Unscored
$14,127119,447 mi

Comparison: 5 similar vehicles

Oakdale, CA

2020 Nissan Altima S

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

2020 Nissan Altima S

Oakdale, CA

Fair PriceLimited · 12
$14,72779,147 mi

Market: $9,627 – $16,500

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Oakdale, CA

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Oakdale, CA

UnscoredInsufficient · 4
$14,999208,515 mi

Comparison: 4 similar vehicles

Oakdale, CA

2016 GMC Savana Cutaway Work Van

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

2016 GMC Savana Cutaway Work Van

Oakdale, CA

UnscoredInsufficient · 0
$14,999189,980 mi

Oakdale, CA

2013 GMC Sierra 2500HD Work Truck

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

2013 GMC Sierra 2500HD Work Truck

Oakdale, CA

UnscoredInsufficient · 3
$14,999180,848 mi

Comparison: 3 similar vehicles

Oakdale, CA

2012 Ford F-650

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

2012 Ford F-650

Oakdale, CA

UnscoredInsufficient · 0
$14,99970,710 mi

Oakdale, CA

2019 RAM 1500 Classic Tradesman

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

2019 RAM 1500 Classic Tradesman

Oakdale, CA

Fair PriceModerate · 43
$15,999111,000 mi

Market: $8,950 – $26,243

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 220 days listed (based on current market benchmarks)

Oakdale, CA

2012 Ford F-650

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

2012 Ford F-650

Oakdale, CA

UnscoredInsufficient · 0
$15,99970,035 mi

Oakdale, CA

2011 Ford F-350 Super Duty Chassis Cab XL

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

2011 Ford F-350 Super Duty Chassis Cab XL

Oakdale, CA

Unscored
$16,499130,777 mi

Comparison: 5 similar vehicles

Oakdale, CA

2015 Ford F-250 Super Duty

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

2015 Ford F-250 Super Duty

Oakdale, CA

UnscoredInsufficient · 0
$16,69084,221 mi

Oakdale, CA

2019 Kia Sorento LX

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

2019 Kia Sorento LX

Oakdale, CA

UnscoredInsufficient · 0
$16,77159,443 mi

Oakdale, CA

2019 Isuzu NPR HD

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

2019 Isuzu NPR HD

Oakdale, CA

UnscoredInsufficient · 0
$16,999241,120 mi

Oakdale, CA

2012 Ford F-450 Super Duty Chassis Cab XLT

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

2012 Ford F-450 Super Duty Chassis Cab XLT

Oakdale, CA

UnscoredInsufficient · 0
$16,999149,380 mi

Oakdale, CA

2012 GMC Sierra 2500HD Work Truck

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

2012 GMC Sierra 2500HD Work Truck

Oakdale, CA

UnscoredInsufficient · 0
$16,999133,766 mi

Oakdale, CA

2017 Subaru Crosstrek Premium

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

2017 Subaru Crosstrek Premium

Oakdale, CA

UnscoredInsufficient · 3
$17,12760,122 mi

Comparison: 3 similar vehicles

Oakdale, CA

2019 Ford F-350 Super Duty Chassis Cab XL

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

2019 Ford F-350 Super Duty Chassis Cab XL

Oakdale, CA

Unscored
$17,499192,204 mi

Comparison: 5 similar vehicles

Oakdale, CA

2017 Jeep Wrangler Unlimited Sport

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

2017 Jeep Wrangler Unlimited Sport

Oakdale, CA

UnscoredInsufficient · 4
$17,627132,410 mi

Comparison: 4 similar vehicles

Oakdale, CA

2013 Ford F-350 Super Duty Chassis Cab XL

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

2013 Ford F-350 Super Duty Chassis Cab XL

Oakdale, CA

UnscoredInsufficient · 0
$17,99050,288 mi

Oakdale, CA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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