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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

1,705 listings found

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Bay City, MI

UnscoredInsufficient · 0
$2,497203,057 mi

Bay City, MI

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Bay City, MI

Unscored
$3,497162,500 mi

Comparison: 9 similar vehicles

Bay City, MI

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Bay City, MI

Unscored
$3,497149,120 mi

Comparison: 9 similar vehicles

Bay City, MI

2016 Dodge Grand Caravan R/T

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

2016 Dodge Grand Caravan R/T

Bay City, MI

Unscored
$3,909196,036 mi

Comparison: 6 similar vehicles

Bay City, MI

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Bay City, MI

Unscored
$4,497153,570 mi

Comparison: 52 similar vehicles

Bay City, MI

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Bay City, MI

Unscored
$4,997153,180 mi

Comparison: 21 similar vehicles

Bay City, MI

2007 Ford Explorer Sport Trac Limited

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

2007 Ford Explorer Sport Trac Limited

Bay City, MI

Unscored
$4,997122,640 mi

Comparison: 5 similar vehicles

Bay City, MI

2008 Toyota Avalon XLS

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

2008 Toyota Avalon XLS

Bay City, MI

UnscoredInsufficient · 3
$5,335301,575 mi

Comparison: 3 similar vehicles

Bay City, MI

2010 Buick Enclave CXL-2

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

2010 Buick Enclave CXL-2

Bay City, MI

Unscored
$5,592147,419 mi

Comparison: 5 similar vehicles

Bay City, MI

2018 Dodge Grand Caravan SXT

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

2018 Dodge Grand Caravan SXT

Bay City, MI

UnscoredInsufficient · 3
$5,997175,780 mi

Comparison: 3 similar vehicles

Bay City, MI

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Bay City, MI

Unscored
$5,997151,400 mi

Comparison: 13 similar vehicles

Bay City, MI

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Bay City, MI

Unscored
$5,997136,416 mi

Comparison: 5 similar vehicles

Bay City, MI

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Bay City, MI

Unscored
$5,997143,785 mi

Comparison: 5 similar vehicles

Bay City, MI

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Bay City, MI

Unscored
$5,997164,150 mi

Comparison: 66 similar vehicles

Bay City, MI

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Bay City, MI

Unscored
$6,604188,015 mi

Comparison: 5 similar vehicles

Bay City, MI

2012 Buick LaCrosse Convenience

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

2012 Buick LaCrosse Convenience

Bay City, MI

UnscoredInsufficient · 3
$6,777148,439 mi

Comparison: 3 similar vehicles

Bay City, MI

2014 Mercedes-Benz GLK-Class GLK250

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

2014 Mercedes-Benz GLK-Class GLK250

Bay City, MI

UnscoredInsufficient · 0
$7,384214,769 mi

Bay City, MI

2017 Dodge Grand Caravan GT

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

2017 Dodge Grand Caravan GT

Bay City, MI

Unscored
$7,997131,700 mi

Comparison: 38 similar vehicles

Bay City, MI

2018 Kia Niro EX

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

2018 Kia Niro EX

Bay City, MI

UnscoredInsufficient · 0
$8,169195,783 mi

Bay City, MI

2018 Ford Flex SEL

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

2018 Ford Flex SEL

Bay City, MI

Unscored
$8,497140,100 mi

Comparison: 11 similar vehicles

Bay City, MI

2016 Chevrolet Impala 2LT

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

2016 Chevrolet Impala 2LT

Bay City, MI

Unscored
$8,704178,212 mi

Comparison: 21 similar vehicles

Bay City, MI

2015 Volvo V60 Platinum

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

2015 Volvo V60 Platinum

Bay City, MI

UnscoredInsufficient · 0
$8,809145,088 mi

Bay City, MI

2015 Cadillac ATS Luxury Collection

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

2015 Cadillac ATS Luxury Collection

Bay City, MI

UnscoredInsufficient · 3
$8,937145,701 mi

Comparison: 3 similar vehicles

Bay City, MI

2017 Kia Sportage LX

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

2017 Kia Sportage LX

Bay City, MI

Unscored
$8,951136,915 mi

Comparison: 37 similar vehicles

Bay City, MI

2016 Chevrolet Silverado 1500 1LS

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

2016 Chevrolet Silverado 1500 1LS

Bay City, MI

UnscoredInsufficient · 0
$8,997193,255 mi

Bay City, MI

2019 Chevrolet Trax LS

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

2019 Chevrolet Trax LS

Bay City, MI

Unscored
$9,051115,404 mi

Comparison: 8 similar vehicles

Bay City, MI

2015 Ford Edge Sport

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

2015 Ford Edge Sport

Bay City, MI

Unscored
$9,714135,829 mi

Comparison: 9 similar vehicles

Bay City, MI

2018 Chevrolet Traverse 1LT

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

2018 Chevrolet Traverse 1LT

Bay City, MI

Unscored
$9,794205,485 mi

Comparison: 14 similar vehicles

Bay City, MI

2018 Nissan Pathfinder SV

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

2018 Nissan Pathfinder SV

Bay City, MI

UnscoredInsufficient · 4
$9,997100,550 mi

Comparison: 4 similar vehicles

Bay City, MI

2015 Chrysler 300 Limited

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

2015 Chrysler 300 Limited

Bay City, MI

Unscored
$9,997124,525 mi

Comparison: 20 similar vehicles

Bay City, MI

2012 Chevrolet Silverado 1500 LTZ

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

2012 Chevrolet Silverado 1500 LTZ

Bay City, MI

UnscoredInsufficient · 4
$9,997176,850 mi

Comparison: 4 similar vehicles

Bay City, MI

1999 Land Rover Range Rover

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

1999 Land Rover Range Rover

Bay City, MI

UnscoredInsufficient · 0
$9,999101,926 mi

Bay City, MI

2015 Dodge Grand Caravan SE Plus

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

2015 Dodge Grand Caravan SE Plus

Bay City, MI

Unscored
$10,457109,470 mi

Comparison: 7 similar vehicles

Bay City, MI

2016 Chevrolet Colorado Z71

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

2016 Chevrolet Colorado Z71

Bay City, MI

Unscored
$10,604244,862 mi

Comparison: 29 similar vehicles

Bay City, MI

2015 GMC Acadia SLT1

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

2015 GMC Acadia SLT1

Bay City, MI

Fair PriceLimited · 16
$10,877108,292 mi

Market: $4,495 – $16,575

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Bay City, MI

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Bay City, MI

Unscored
$10,877141,173 mi

Comparison: 8 similar vehicles

Bay City, MI

2018 Volkswagen Tiguan SE

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

2018 Volkswagen Tiguan SE

Bay City, MI

Unscored
$10,930140,922 mi

Comparison: 34 similar vehicles

Bay City, MI

2014 RAM 1500 Pickup

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

2014 RAM 1500 Pickup

Bay City, MI

UnscoredInsufficient · 0
$10,997162,780 mi

Bay City, MI

2014 Buick Regal Premium 2

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

2014 Buick Regal Premium 2

Bay City, MI

UnscoredInsufficient · 0
$11,300138,101 mi

Bay City, MI

2013 Chevrolet Tahoe LTZ

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

2013 Chevrolet Tahoe LTZ

Bay City, MI

Unscored
$11,309175,769 mi

Comparison: 9 similar vehicles

Bay City, MI

2018 Volkswagen Atlas SE

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

2018 Volkswagen Atlas SE

Bay City, MI

Unscored
$11,393147,122 mi

Comparison: 14 similar vehicles

Bay City, MI

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Bay City, MI

Unscored
$11,581187,952 mi

Comparison: 19 similar vehicles

Bay City, MI

2018 Volkswagen Jetta S

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

2018 Volkswagen Jetta S

Bay City, MI

UnscoredInsufficient · 0
$11,69581,953 mi

Bay City, MI

2016 Buick Verano 1SG

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

2016 Buick Verano 1SG

Bay City, MI

UnscoredInsufficient · 3
$11,705137,229 mi

Comparison: 3 similar vehicles

Bay City, MI

2019 Chevrolet Equinox 2FL

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

2019 Chevrolet Equinox 2FL

Bay City, MI

Unscored
$11,769123,758 mi

Comparison: 10 similar vehicles

Bay City, MI

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Bay City, MI

OverpricedLimited · 13
$11,80575,565 mi

Market: $3,795 – $10,995

Comparison: 13 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Bay City, MI

2019 GMC Terrain SLE

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

2019 GMC Terrain SLE

Bay City, MI

Unscored
$11,83598,568 mi

Comparison: 8 similar vehicles

Bay City, MI

2018 Ford Escape SE

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

2018 Ford Escape SE

Bay City, MI

Fair PriceLimited · 14
$11,96383,067 mi

Market: $6,499 – $12,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Bay City, MI

1999 Porsche Boxster Base

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

1999 Porsche Boxster Base

Bay City, MI

UnscoredInsufficient · 0
$11,98470,777 mi

Bay City, MI

2021 Chrysler Pacifica Limited

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

2021 Chrysler Pacifica Limited

Bay City, MI

Unscored
$12,002194,890 mi

Comparison: 48 similar vehicles

Bay City, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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