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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 · October 21, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

128 listings found

2002 Toyota Prius Base

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

2002 Toyota Prius Base

Alexandria, MN

UnscoredInsufficient · 0
$2,495257,000 mi

Alexandria, MN

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

2006 Audi A4 Base

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

2006 Audi A4 Base

Parkers Prairie, MN

UnscoredInsufficient · 4
$2,995183,231 mi

Comparison: 4 similar vehicles

Parkers Prairie, 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

UnscoredLimited · 5
$3,098196,250 mi

Comparison: 5 similar vehicles

Wendell, MN

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

Wendell, MN

UnscoredLimited · 13
$3,198173,000 mi

Comparison: 13 similar vehicles

Wendell, MN

2010 Subaru Legacy 2.5i

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

2010 Subaru Legacy 2.5i

Parkers Prairie, MN

UnscoredInsufficient · 0
$3,250196,000 mi

Parkers Prairie, MN

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Alexandria, MN

UnscoredInsufficient · 4
$3,495145,000 mi

Comparison: 4 similar vehicles

Alexandria, MN

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

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

Parkers Prairie, MN

UnscoredInsufficient · 0
$3,995174,580 mi

Parkers Prairie, 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

No Photo

2012 Chevrolet Cruze LS

Nelson, MN

UnscoredLimited · 5
$4,495180,509 mi

Comparison: 5 similar vehicles

Nelson, 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 · 0
$4,698178,400 mi

Wendell, MN

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Parkers Prairie, MN

UnscoredLimited · 13
$4,995177,920 mi

Comparison: 13 similar vehicles

Parkers Prairie, MN

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Park Rapids, MN

UnscoredLimited · 15
$4,995142,674 mi

Comparison: 15 similar vehicles

Park Rapids, MN

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Detroit Lakes, MN

UnscoredLimited · 8
$4,995148,440 mi

Comparison: 8 similar vehicles

Detroit Lakes, MN

2013 Subaru Impreza 2.0I Premium

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

2013 Subaru Impreza 2.0I Premium

Detroit Lakes, MN

UnscoredInsufficient · 3
$4,995204,420 mi

Comparison: 3 similar vehicles

Detroit Lakes, MN

2012 Ford Focus SE

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

2012 Ford Focus SE

Park Rapids, MN

UnscoredLimited · 6
$4,99590,656 mi

Comparison: 6 similar vehicles

Park Rapids, MN

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

UnscoredInsufficient · 3
$5,950143,073 mi

Comparison: 3 similar vehicles

Fergus Falls, 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

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Staples, MN

UnscoredInsufficient · 0
$6,345157,084 mi

Staples, MN

2014 Ford Focus SE

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

2014 Ford Focus SE

Park Rapids, MN

Fair PriceLimited · 18
$6,348104,372 mi

Market: $3,345 – $9,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Park Rapids, MN

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Wadena, MN

UnscoredInsufficient · 0
$6,350125,785 mi

Wadena, MN

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Parkers Prairie, MN

UnscoredLimited · 6
$6,495112,480 mi

Comparison: 6 similar vehicles

Parkers Prairie, MN

2013 Toyota Corolla LE

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

2013 Toyota Corolla LE

Staples, MN

UnscoredInsufficient · 4
$6,80093,930 mi

Comparison: 4 similar vehicles

Staples, 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

UnscoredModerate · 32
$6,957188,581 mi

Comparison: 32 similar vehicles

Fergus Falls, MN

2018 Nissan Altima S

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

2018 Nissan Altima S

Wadena, MN

UnscoredLimited · 9
$6,990193,197 mi

Comparison: 9 similar vehicles

Wadena, MN

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Parkers Prairie, MN

UnscoredLimited · 16
$6,995137,720 mi

Comparison: 16 similar vehicles

Parkers Prairie, MN

2013 BMW 5 Series 535i

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

2013 BMW 5 Series 535i

Alexandria, MN

UnscoredInsufficient · 0
$6,995185,781 mi

Alexandria, MN

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Detroit Lakes, MN

UnscoredInsufficient · 0
$7,349116,482 mi

Detroit Lakes, 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
$7,350115,279 mi

Fergus Falls, MN

2014 Ford Taurus SEL

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

2014 Ford Taurus SEL

Perham, MN

UnscoredLimited · 5
$7,850178,001 mi

Comparison: 5 similar vehicles

Perham, 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

UnscoredLimited · 5
$7,950165,997 mi

Comparison: 5 similar vehicles

Fergus Falls, MN

2013 Volkswagen Passat SEL

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

2013 Volkswagen Passat SEL

Alexandria, MN

UnscoredInsufficient · 0
$7,995148,027 mi

Alexandria, MN

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Staples, MN

UnscoredLimited · 6
$8,345137,773 mi

Comparison: 6 similar vehicles

Staples, MN

2019 Ford Fusion SEL

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

2019 Ford Fusion SEL

Fergus Falls, MN

UnscoredInsufficient · 0
$8,548139,535 mi

Fergus Falls, MN

2015 Nissan Altima S

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

2015 Nissan Altima S

Park Rapids, MN

UnscoredLimited · 8
$8,99586,539 mi

Comparison: 8 similar vehicles

Park Rapids, MN

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Alexandria, MN

UnscoredLimited · 13
$8,995138,541 mi

Comparison: 13 similar vehicles

Alexandria, MN

2010 Mercedes-Benz E-Class E550 Luxury

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

2010 Mercedes-Benz E-Class E550 Luxury

Fergus Falls, MN

UnscoredInsufficient · 0
$9,490132,556 mi

Fergus Falls, MN

2012 Lincoln MKZ Hybrid

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

2012 Lincoln MKZ Hybrid

Pine River, MN

UnscoredInsufficient · 0
$9,50082,977 mi

Pine River, MN

2018 Ford Fusion Titanium

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

2018 Ford Fusion Titanium

Park Rapids, MN

UnscoredInsufficient · 4
$9,99594,592 mi

Comparison: 4 similar vehicles

Park Rapids, MN

2018 Nissan Maxima SV

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

2018 Nissan Maxima SV

Parkers Prairie, MN

UnscoredInsufficient · 0
$10,495122,360 mi

Parkers Prairie, MN

No Photo

2016 Chevrolet Malibu 1LT

Nelson, MN

UnscoredInsufficient · 0
$10,99538,489 mi

Nelson, MN

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Perham, MN

UnscoredInsufficient · 0
$11,00079,181 mi

Perham, MN

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Detroit Lakes, MN

UnscoredLimited · 5
$11,50090,820 mi

Comparison: 5 similar vehicles

Detroit Lakes, MN

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

UnscoredLimited · 18
$11,925122,096 mi

Comparison: 18 similar vehicles

Fergus Falls, MN

2014 Subaru Legacy 2.5i Limited

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

2014 Subaru Legacy 2.5i Limited

Perham, MN

UnscoredInsufficient · 4
$12,000111,339 mi

Comparison: 4 similar vehicles

Perham, MN

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Fergus Falls, MN

Fair PriceLimited · 17
$12,794103,914 mi

Market: $8,849 – $14,299

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 428 days listed (based on current market benchmarks)

Fergus Falls, 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
$13,17465,538 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

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 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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