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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 5, 2026

6.8M+

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

237 listings found

2008 BMW 5 Series 528i

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

2008 BMW 5 Series 528i

Jefferson, GA

Unscored
$4,900176,140 mi

Comparison: 9 similar vehicles

Jefferson, GA

2006 Ford F-250 Super Duty Lariat

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

2006 Ford F-250 Super Duty Lariat

Jefferson, GA

UnscoredInsufficient · 4
$6,500320,000 mi

Comparison: 4 similar vehicles

Jefferson, GA

2004 Ford F-350 Super Duty XL

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

2004 Ford F-350 Super Duty XL

Jefferson, GA

UnscoredInsufficient · 0
$7,500369,783 mi

Jefferson, GA

2001 BMW 7 Series Base

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

2001 BMW 7 Series Base

Jefferson, GA

UnscoredInsufficient · 3
$7,500182,692 mi

Comparison: 3 similar vehicles

Jefferson, GA

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Jefferson, GA

Unscored
$7,90066,082 mi

Comparison: 7 similar vehicles

Jefferson, GA

2015 Mercedes-Benz C-Class C300

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

2015 Mercedes-Benz C-Class C300

Jefferson, GA

UnscoredInsufficient · 4
$7,900151,198 mi

Comparison: 4 similar vehicles

Jefferson, GA

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Jefferson, GA

Unscored
$8,499127,507 mi

Comparison: 6 similar vehicles

Jefferson, GA

2016 Chevrolet Tahoe LT

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

2016 Chevrolet Tahoe LT

Jefferson, GA

Unscored
$8,500225,712 mi

Comparison: 10 similar vehicles

Jefferson, GA

2012 INFINITI G Convertible 37 Sport

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

2012 INFINITI G Convertible 37 Sport

Jefferson, GA

UnscoredInsufficient · 3
$8,900138,711 mi

Comparison: 3 similar vehicles

Jefferson, GA

2009 Mercedes-Benz C-Class C300 Luxury

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

2009 Mercedes-Benz C-Class C300 Luxury

Jefferson, GA

UnscoredInsufficient · 0
$8,900126,771 mi

Jefferson, GA

2019 Ford Escape Titanium

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

2019 Ford Escape Titanium

Jefferson, GA

Unscored
$8,999124,448 mi

Comparison: 25 similar vehicles

Jefferson, GA

2018 Mercedes-Benz CLA CLA250

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

2018 Mercedes-Benz CLA CLA250

Jefferson, GA

UnscoredInsufficient · 3
$8,999143,841 mi

Comparison: 3 similar vehicles

Jefferson, GA

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Jefferson, GA

Unscored
$9,499125,183 mi

Comparison: 13 similar vehicles

Jefferson, GA

2017 Ford Edge Titanium

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

2017 Ford Edge Titanium

Jefferson, GA

Unscored
$9,49982,895 mi

Comparison: 5 similar vehicles

Jefferson, GA

2015 Mercedes-Benz C-Class C300 Sport

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

2015 Mercedes-Benz C-Class C300 Sport

Jefferson, GA

UnscoredInsufficient · 3
$9,500102,137 mi

Comparison: 3 similar vehicles

Jefferson, GA

2015 Audi A3 Sedan Premium

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

2015 Audi A3 Sedan Premium

Jefferson, GA

UnscoredInsufficient · 4
$9,50066,396 mi

Comparison: 4 similar vehicles

Jefferson, GA

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Jefferson, GA

Unscored
$9,900218,359 mi

Comparison: 6 similar vehicles

Jefferson, GA

2020 Nissan Rogue SV

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

2020 Nissan Rogue SV

Jefferson, GA

Unscored
$9,999137,717 mi

Comparison: 8 similar vehicles

Jefferson, GA

2014 Jeep Grand Cherokee Overland

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

2014 Jeep Grand Cherokee Overland

Jefferson, GA

Unscored
$9,999142,815 mi

Comparison: 8 similar vehicles

Jefferson, GA

2012 Ford F-350 Super Duty Lariat

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

2012 Ford F-350 Super Duty Lariat

Jefferson, GA

Unscored
$9,999379,778 mi

Comparison: 23 similar vehicles

Jefferson, GA

2015 Jaguar XJ Base

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

2015 Jaguar XJ Base

Jefferson, GA

UnscoredInsufficient · 0
$10,499124,705 mi

Jefferson, GA

2014 Cadillac Escalade ESV Premium

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

2014 Cadillac Escalade ESV Premium

Jefferson, GA

UnscoredInsufficient · 0
$10,499151,189 mi

Jefferson, GA

2015 Volkswagen Beetle 1.8

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

2015 Volkswagen Beetle 1.8

Jefferson, GA

Unscored
$10,891130,280 mi

Comparison: 7 similar vehicles

Jefferson, GA

2017 Jaguar F-Pace Prestige

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

2017 Jaguar F-Pace Prestige

Jefferson, GA

Fair PriceLimited · 14
$10,999110,380 mi

Market: $8,126 – $15,599

Comparison: 14 similar vehicles

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

Jefferson, GA

2011 Audi TT Premium Plus

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

2011 Audi TT Premium Plus

Jefferson, GA

UnscoredInsufficient · 4
$10,999104,458 mi

Comparison: 4 similar vehicles

Jefferson, GA

2020 Nissan Pathfinder SL

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

2020 Nissan Pathfinder SL

Jefferson, GA

Unscored
$11,499121,605 mi

Comparison: 6 similar vehicles

Jefferson, GA

2017 Jeep Grand Cherokee Altitude

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

2017 Jeep Grand Cherokee Altitude

Jefferson, GA

Unscored
$11,499146,432 mi

Comparison: 20 similar vehicles

Jefferson, GA

2016 Maserati Ghibli S

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

2016 Maserati Ghibli S

Jefferson, GA

Fair PriceModerate · 23
$11,49987,987 mi

Market: $11,995 – $14,999

Comparison: 23 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 26 days listed (based on current market benchmarks)

Jefferson, GA

2015 Volkswagen Golf GTI Autobahn

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

2015 Volkswagen Golf GTI Autobahn

Jefferson, GA

Unscored
$11,499109,584 mi

Comparison: 6 similar vehicles

Jefferson, GA

2016 Audi SQ5 Premium Plus

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

2016 Audi SQ5 Premium Plus

Jefferson, GA

UnscoredInsufficient · 0
$11,999122,021 mi

Jefferson, GA

2014 BMW 5 Series 535d

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

2014 BMW 5 Series 535d

Jefferson, GA

UnscoredInsufficient · 0
$12,000127,534 mi

Jefferson, GA

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Jefferson, GA

Fair PriceModerate · 42
$12,40096,053 mi

Market: $5,999 – $12,522

Comparison: 42 similar vehicles

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

Jefferson, GA

2017 BMW 5 Series 540i

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

2017 BMW 5 Series 540i

Jefferson, GA

UnscoredInsufficient · 3
$13,499128,871 mi

Comparison: 3 similar vehicles

Jefferson, GA

2015 RAM 1500 Pickup Laramie

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

2015 RAM 1500 Pickup Laramie

Jefferson, GA

UnscoredInsufficient · 4
$13,499159,592 mi

Comparison: 4 similar vehicles

Jefferson, GA

2017 Jeep Wrangler Unlimited Sport S

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

2017 Jeep Wrangler Unlimited Sport S

Jefferson, GA

Unscored
$13,900163,517 mi

Comparison: 15 similar vehicles

Jefferson, GA

2020 Audi Q5 Premium Plus

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

2020 Audi Q5 Premium Plus

Jefferson, GA

UnscoredInsufficient · 4
$13,999121,600 mi

Comparison: 4 similar vehicles

Jefferson, GA

2017 INFINITI QX80 Base

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

2017 INFINITI QX80 Base

Jefferson, GA

Unscored
$13,999125,716 mi

Comparison: 6 similar vehicles

Jefferson, GA

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Jefferson, GA

Unscored
$13,999134,036 mi

Comparison: 5 similar vehicles

Jefferson, GA

2015 Toyota RAV4 Limited

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

2015 Toyota RAV4 Limited

Jefferson, GA

Unscored
$14,000143,405 mi

Comparison: 42 similar vehicles

Jefferson, GA

2007 Dodge Ram 2500 Pickup ST

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

2007 Dodge Ram 2500 Pickup ST

Jefferson, GA

Unscored
$14,250218,214 mi

Comparison: 11 similar vehicles

Jefferson, GA

2019 Jeep Grand Cherokee Trailhawk

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

2019 Jeep Grand Cherokee Trailhawk

Jefferson, GA

Unscored
$14,499127,521 mi

Comparison: 17 similar vehicles

Jefferson, GA

2019 Nissan Armada Platinum

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

2019 Nissan Armada Platinum

Jefferson, GA

Unscored
$14,499133,348 mi

Comparison: 5 similar vehicles

Jefferson, GA

2019 Nissan Armada Platinum

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

2019 Nissan Armada Platinum

Jefferson, GA

Unscored
$14,499126,673 mi

Comparison: 5 similar vehicles

Jefferson, GA

2018 Chevrolet Suburban LT

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

2018 Chevrolet Suburban LT

Jefferson, GA

Unscored
$14,499165,435 mi

Comparison: 10 similar vehicles

Jefferson, GA

2018 Audi SQ5 Premium Plus

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

2018 Audi SQ5 Premium Plus

Jefferson, GA

Unscored
$14,499115,861 mi

Comparison: 5 similar vehicles

Jefferson, GA

2015 Lexus IS 350

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

2015 Lexus IS 350

Jefferson, GA

Unscored
$14,500153,892 mi

Comparison: 6 similar vehicles

Jefferson, GA

2020 GMC Sierra 1500 Base

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

2020 GMC Sierra 1500 Base

Jefferson, GA

UnscoredInsufficient · 3
$14,900187,258 mi

Comparison: 3 similar vehicles

Jefferson, GA

2001 Ford F-350 Super Duty Lariat

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

2001 Ford F-350 Super Duty Lariat

Jefferson, GA

UnscoredInsufficient · 0
$14,900187,670 mi

Jefferson, GA

2018 RAM 1500 Pickup Lone Star Silver

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

2018 RAM 1500 Pickup Lone Star Silver

Jefferson, GA

UnscoredInsufficient · 0
$14,999146,158 mi

Jefferson, GA

2018 Jaguar XJ R-Sport

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

2018 Jaguar XJ R-Sport

Jefferson, GA

UnscoredInsufficient · 0
$14,999102,305 mi

Jefferson, GA

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 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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