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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 6, 2026

7.1M+

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

49 listings found

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

River Rouge, MI

Unscored
$1,995231,923 mi

Comparison: 12 similar vehicles

River Rouge, MI

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

River Rouge, MI

UnscoredInsufficient · 3
$1,995227,522 mi

Comparison: 3 similar vehicles

River Rouge, MI

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

River Rouge, MI

Unscored
$2,195208,624 mi

Comparison: 7 similar vehicles

River Rouge, MI

2015 Dodge Journey SE

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

2015 Dodge Journey SE

River Rouge, MI

Unscored
$2,495224,136 mi

Comparison: 12 similar vehicles

River Rouge, MI

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

River Rouge, MI

Unscored
$2,495224,655 mi

Comparison: 12 similar vehicles

River Rouge, MI

2015 Dodge Grand Caravan SE

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

2015 Dodge Grand Caravan SE

River Rouge, MI

Unscored
$2,695225,720 mi

Comparison: 6 similar vehicles

River Rouge, MI

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

River Rouge, MI

Unscored
$2,795134,467 mi

Comparison: 6 similar vehicles

River Rouge, MI

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

River Rouge, MI

Unscored
$2,900112,000 mi

Comparison: 5 similar vehicles

River Rouge, MI

2012 Chevrolet Cruze LTZ

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

2012 Chevrolet Cruze LTZ

River Rouge, MI

Unscored
$2,995186,000 mi

Comparison: 6 similar vehicles

River Rouge, MI

2016 Chevrolet Trax LT

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

2016 Chevrolet Trax LT

River Rouge, MI

Unscored
$3,295158,238 mi

Comparison: 29 similar vehicles

River Rouge, MI

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

River Rouge, MI

Unscored
$3,295193,022 mi

Comparison: 8 similar vehicles

River Rouge, MI

2017 GMC Terrain SLE-1

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

2017 GMC Terrain SLE-1

River Rouge, MI

Unscored
$3,495192,043 mi

Comparison: 10 similar vehicles

River Rouge, MI

2014 GMC Acadia SLE2

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

2014 GMC Acadia SLE2

River Rouge, MI

UnscoredInsufficient · 4
$3,495197,996 mi

Comparison: 4 similar vehicles

River Rouge, MI

2011 GMC Acadia Denali

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

2011 GMC Acadia Denali

River Rouge, MI

Unscored
$3,495158,215 mi

Comparison: 12 similar vehicles

River Rouge, MI

2007 GMC Yukon XL Denali

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

2007 GMC Yukon XL Denali

River Rouge, MI

UnscoredInsufficient · 0
$3,495257,000 mi

River Rouge, MI

2011 Ford Fusion SE

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

2011 Ford Fusion SE

River Rouge, MI

Unscored
$3,900134,555 mi

Comparison: 6 similar vehicles

River Rouge, MI

2007 Cadillac Escalade Base

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

2007 Cadillac Escalade Base

River Rouge, MI

Unscored
$3,995208,179 mi

Comparison: 6 similar vehicles

River Rouge, MI

2014 Dodge Journey R/T

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

2014 Dodge Journey R/T

River Rouge, MI

Unscored
$4,495137,918 mi

Comparison: 7 similar vehicles

River Rouge, MI

2013 Subaru XV Crosstrek Limited

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

2013 Subaru XV Crosstrek Limited

River Rouge, MI

UnscoredInsufficient · 4
$4,495193,958 mi

Comparison: 4 similar vehicles

River Rouge, MI

2015 Ford Focus SE

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

2015 Ford Focus SE

River Rouge, MI

Unscored
$4,500125,400 mi

Comparison: 18 similar vehicles

River Rouge, MI

2015 Chevrolet Spark 1LT

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

2015 Chevrolet Spark 1LT

River Rouge, MI

Fair PriceLimited · 12
$4,80082,663 mi

Market: $5,255 – $11,990

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 212 days listed (based on current market benchmarks)

River Rouge, MI

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

River Rouge, MI

Unscored
$4,800149,186 mi

Comparison: 35 similar vehicles

River Rouge, MI

2009 Ford Flex SE

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

2009 Ford Flex SE

River Rouge, MI

UnscoredInsufficient · 3
$4,900178,000 mi

Comparison: 3 similar vehicles

River Rouge, MI

2016 Chevrolet Cruze Limited LS

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

2016 Chevrolet Cruze Limited LS

River Rouge, MI

Fair PriceLimited · 12
$5,90068,848 mi

Market: $4,999 – $8,890

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 951 days listed (based on current market benchmarks)

River Rouge, MI

2016 Nissan Altima S

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

2016 Nissan Altima S

River Rouge, MI

Unscored
$6,20076,450 mi

Comparison: 8 similar vehicles

River Rouge, MI

2016 Chevrolet Spark 1LT

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

2016 Chevrolet Spark 1LT

River Rouge, MI

Unscored
$6,200101,028 mi

Comparison: 7 similar vehicles

River Rouge, MI

2012 Volkswagen Beetle 2.5

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

2012 Volkswagen Beetle 2.5

River Rouge, MI

UnscoredInsufficient · 0
$6,20059,428 mi

River Rouge, MI

2018 Chevrolet Equinox Premier

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

2018 Chevrolet Equinox Premier

River Rouge, MI

Unscored
$6,500185,466 mi

Comparison: 70 similar vehicles

River Rouge, MI

2017 Ford Focus SE

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

2017 Ford Focus SE

River Rouge, MI

Unscored
$6,500147,930 mi

Comparison: 16 similar vehicles

River Rouge, MI

2018 Dodge Journey GT

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

2018 Dodge Journey GT

River Rouge, MI

Unscored
$6,700153,878 mi

Comparison: 11 similar vehicles

River Rouge, MI

2016 Dodge Charger SXT

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

2016 Dodge Charger SXT

River Rouge, MI

Unscored
$6,795193,000 mi

Comparison: 8 similar vehicles

River Rouge, MI

2018 Ford Focus SE

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

2018 Ford Focus SE

River Rouge, MI

Unscored
$6,900102,526 mi

Comparison: 7 similar vehicles

River Rouge, MI

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

River Rouge, MI

Unscored
$7,300180,499 mi

Comparison: 54 similar vehicles

River Rouge, MI

2020 Chevrolet Trax LT

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

2020 Chevrolet Trax LT

River Rouge, MI

Unscored
$7,500174,618 mi

Comparison: 37 similar vehicles

River Rouge, MI

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

River Rouge, MI

Unscored
$7,800136,000 mi

Comparison: 50 similar vehicles

River Rouge, MI

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

River Rouge, MI

Unscored
$7,800138,479 mi

Comparison: 22 similar vehicles

River Rouge, MI

2020 Chevrolet Trax LS

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

2020 Chevrolet Trax LS

River Rouge, MI

Unscored
$7,900142,013 mi

Comparison: 43 similar vehicles

River Rouge, MI

2019 Chevrolet Cruze LS

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

2019 Chevrolet Cruze LS

River Rouge, MI

UnscoredInsufficient · 3
$8,30056,226 mi

Comparison: 3 similar vehicles

River Rouge, MI

2018 Jeep Compass Limited

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

2018 Jeep Compass Limited

River Rouge, MI

Unscored
$8,300125,009 mi

Comparison: 54 similar vehicles

River Rouge, MI

2017 Jeep Cherokee Limited

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

2017 Jeep Cherokee Limited

River Rouge, MI

UnscoredInsufficient · 3
$8,500141,714 mi

Comparison: 3 similar vehicles

River Rouge, MI

2021 Chevrolet Trax LT

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

2021 Chevrolet Trax LT

River Rouge, MI

Fair PriceLimited · 16
$8,600107,583 mi

Market: $7,700 – $15,275

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 212 days listed (based on current market benchmarks)

River Rouge, MI

2014 Chrysler 300 C

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

2014 Chrysler 300 C

River Rouge, MI

UnscoredInsufficient · 3
$8,600105,000 mi

Comparison: 3 similar vehicles

River Rouge, MI

2020 Chevrolet Trax LS

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

2020 Chevrolet Trax LS

River Rouge, MI

Fair PriceModerate · 43
$8,700104,654 mi

Market: $6,378 – $11,633

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 212 days listed (based on current market benchmarks)

River Rouge, MI

2015 Cadillac XTS Luxury Collection

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

2015 Cadillac XTS Luxury Collection

River Rouge, MI

Unscored
$8,900139,135 mi

Comparison: 5 similar vehicles

River Rouge, MI

2017 Buick Cascada Premium

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

2017 Buick Cascada Premium

River Rouge, MI

UnscoredInsufficient · 0
$8,995109,901 mi

River Rouge, MI

2020 Chevrolet Malibu 1LS

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

2020 Chevrolet Malibu 1LS

River Rouge, MI

Unscored
$9,30099,171 mi

Comparison: 7 similar vehicles

River Rouge, MI

2014 RAM ProMaster Cargo Van Base

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

2014 RAM ProMaster Cargo Van Base

River Rouge, MI

Unscored
$9,495192,243 mi

Comparison: 5 similar vehicles

River Rouge, MI

2020 Chevrolet Traverse LS

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

2020 Chevrolet Traverse LS

River Rouge, MI

Unscored
$9,800184,235 mi

Comparison: 16 similar vehicles

River Rouge, MI

2020 Nissan Pathfinder S

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

2020 Nissan Pathfinder S

River Rouge, MI

Unscored
$9,800172,744 mi

Comparison: 11 similar vehicles

River Rouge, MI

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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