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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

67 listings found

2007 Mazda MAZDA6 i

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

2007 Mazda MAZDA6 i

Wendell, MN

UnscoredInsufficient · 0
$2,498171,604 mi

Wendell, MN

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Wendell, MN

Unscored
$3,098196,250 mi

Comparison: 7 similar vehicles

Wendell, MN

2005 Volkswagen Passat GLS

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

2005 Volkswagen Passat GLS

Lowry, MN

UnscoredInsufficient · 0
$3,499189,325 mi

Lowry, MN

2011 Kia Forte EX

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

2011 Kia Forte EX

Milbank, SD

UnscoredInsufficient · 0
$3,537159,765 mi

Milbank, SD

2008 BMW 3 Series 328xi

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

2008 BMW 3 Series 328xi

Wendell, MN

UnscoredInsufficient · 0
$3,698142,400 mi

Wendell, MN

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Morris, MN

Unscored
$3,990239,970 mi

Comparison: 6 similar vehicles

Morris, MN

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Fergus Falls, MN

Unscored
$4,174192,953 mi

Comparison: 8 similar vehicles

Fergus Falls, MN

2012 Buick LaCrosse Premium 1

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

2012 Buick LaCrosse Premium 1

Wendell, MN

UnscoredInsufficient · 0
$4,198163,350 mi

Wendell, MN

2015 Chevrolet Impala Limited 2FL

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

2015 Chevrolet Impala Limited 2FL

Fergus Falls, MN

UnscoredInsufficient · 4
$4,475276,687 mi

Comparison: 4 similar vehicles

Fergus Falls, MN

2014 Volkswagen Passat S

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

2014 Volkswagen Passat S

Wendell, MN

UnscoredInsufficient · 4
$4,698178,400 mi

Comparison: 4 similar vehicles

Wendell, MN

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Morris, MN

Unscored
$4,990Mileage not verified

Comparison: 8 similar vehicles

Morris, MN

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Great Bend, ND

Unscored
$4,995151,000 mi

Comparison: 8 similar vehicles

Great Bend, ND

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Fergus Falls, MN

Unscored
$5,950143,073 mi

Comparison: 5 similar vehicles

Fergus Falls, MN

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Morris, MN

Unscored
$5,990176,278 mi

Comparison: 11 similar vehicles

Morris, MN

2007 Buick LaCrosse CXS

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

2007 Buick LaCrosse CXS

Ortonville, MN

UnscoredInsufficient · 0
$5,995114,901 mi

Ortonville, MN

2016 Chevrolet Malibu Hybrid

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

2016 Chevrolet Malibu Hybrid

Wendell, MN

UnscoredInsufficient · 0
$6,198130,238 mi

Wendell, MN

2015 Ford Fusion Hybrid S

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

2015 Ford Fusion Hybrid S

Fergus Falls, MN

UnscoredInsufficient · 0
$6,200183,540 mi

Fergus Falls, MN

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Great Bend, ND

UnscoredInsufficient · 0
$6,495158,000 mi

Great Bend, ND

2016 Buick Regal Sport Touring

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

2016 Buick Regal Sport Touring

Wendell, MN

UnscoredInsufficient · 0
$6,699140,132 mi

Wendell, MN

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Fergus Falls, MN

Unscored
$6,957188,581 mi

Comparison: 32 similar vehicles

Fergus Falls, MN

2009 Dodge Charger SE

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

2009 Dodge Charger SE

Fergus Falls, MN

UnscoredInsufficient · 0
$7,349115,255 mi

Fergus Falls, MN

2015 Chevrolet Impala Limited 2FL

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

2015 Chevrolet Impala Limited 2FL

Fergus Falls, MN

Unscored
$7,950165,997 mi

Comparison: 5 similar vehicles

Fergus Falls, MN

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Ortonville, MN

Fair PriceLimited · 10
$7,99599,855 mi

Market: $3,495 – $9,298

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Ortonville, MN

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Great Bend, ND

UnscoredInsufficient · 0
$7,995123,000 mi

Great Bend, ND

2017 Chevrolet Sonic Premier

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

2017 Chevrolet Sonic Premier

Fergus Falls, MN

UnscoredInsufficient · 0
$8,29495,636 mi

Fergus Falls, MN

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Morris, MN

Unscored
$8,332123,322 mi

Comparison: 7 similar vehicles

Morris, MN

2018 Kia Optima LX

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

2018 Kia Optima LX

Fergus Falls, MN

Unscored
$8,799152,671 mi

Comparison: 5 similar vehicles

Fergus Falls, MN

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Morris, MN

Unscored
$8,990117,488 mi

Comparison: 7 similar vehicles

Morris, MN

2017 Kia Optima LX

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

2017 Kia Optima LX

Wahpeton, ND

UnscoredInsufficient · 4
$8,99798,185 mi

Comparison: 4 similar vehicles

Wahpeton, ND

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Fergus Falls, MN

UnscoredInsufficient · 3
$9,174136,269 mi

Comparison: 3 similar vehicles

Fergus Falls, MN

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Great Bend, ND

Fair PriceLimited · 13
$9,99582,000 mi

Market: $5,500 – $11,499

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 486 days listed (based on current market benchmarks)

Great Bend, ND

2013 Toyota Avalon XLE

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

2013 Toyota Avalon XLE

Fergus Falls, MN

UnscoredInsufficient · 0
$10,849168,658 mi

Fergus Falls, MN

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Great Bend, ND

Fair PriceLimited · 12
$10,999Mileage not verified

Market: $7,350 – $15,340

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 575 days listed (based on current market benchmarks)

Great Bend, ND

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Fergus Falls, MN

Unscored
$11,925122,096 mi

Comparison: 25 similar vehicles

Fergus Falls, MN

2014 Toyota Camry LE

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

2014 Toyota Camry LE

Fergus Falls, MN

Unscored
$11,949127,269 mi

Comparison: 5 similar vehicles

Fergus Falls, MN

2018 Chevrolet Malibu 1LS

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

2018 Chevrolet Malibu 1LS

Morris, MN

UnscoredInsufficient · 0
$11,990122,990 mi

Morris, MN

2015 Chevrolet Malibu 2LZ

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

2015 Chevrolet Malibu 2LZ

Morris, MN

UnscoredInsufficient · 0
$11,990123,423 mi

Morris, MN

2021 Chevrolet Malibu 1LT

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

2021 Chevrolet Malibu 1LT

Ortonville, MN

Unscored
$11,995107,109 mi

Comparison: 15 similar vehicles

Ortonville, MN

2015 Cadillac CTS Sedan Standard

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

2015 Cadillac CTS Sedan Standard

Fergus Falls, MN

UnscoredInsufficient · 0
$13,17465,553 mi

Fergus Falls, MN

2014 Chrysler 300 S

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

2014 Chrysler 300 S

Fergus Falls, MN

UnscoredInsufficient · 0
$13,240108,074 mi

Fergus Falls, MN

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Milbank, SD

Fair PriceLimited · 17
$13,274101,000 mi

Market: $8,500 – $16,000

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Milbank, SD

2017 Ford Fusion Titanium

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

2017 Ford Fusion Titanium

Morris, MN

UnscoredInsufficient · 0
$13,49096,051 mi

Morris, MN

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Wheaton, MN

Unscored
$13,885107,959 mi

Comparison: 9 similar vehicles

Wheaton, MN

2017 Mazda Mazda6 i Touring

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

2017 Mazda Mazda6 i Touring

Fergus Falls, MN

UnscoredInsufficient · 0
$14,79971,919 mi

Fergus Falls, MN

2019 Ford Taurus Limited

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

2019 Ford Taurus Limited

Lidgerwood, ND

Unscored
$15,79086,268 mi

Comparison: 5 similar vehicles

Lidgerwood, ND

2021 Nissan Sentra SV

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

2021 Nissan Sentra SV

Fergus Falls, MN

UnscoredInsufficient · 0
$15,82171,173 mi

Fergus Falls, MN

2022 Nissan Altima SV

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

2022 Nissan Altima SV

Fergus Falls, MN

UnscoredInsufficient · 0
$16,31868,379 mi

Fergus Falls, MN

2015 Toyota Corolla S Plus

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

2015 Toyota Corolla S Plus

Fergus Falls, MN

Unscored
$16,32171,678 mi

Comparison: 5 similar vehicles

Fergus Falls, MN

2019 Chevrolet Impala 1FL

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

2019 Chevrolet Impala 1FL

Fergus Falls, MN

UnscoredInsufficient · 0
$16,950101,290 mi

Fergus Falls, MN

2020 Chevrolet Malibu 1FL

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

2020 Chevrolet Malibu 1FL

Fergus Falls, MN

UnscoredInsufficient · 0
$17,30353,982 mi

Fergus Falls, MN

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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