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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

2,607 listings found

2002 Ford Escort

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

2002 Ford Escort

Little Falls, MN

UnscoredInsufficient · 0
$1,300109,992 mi

Little Falls, MN

2003 Ford Econoline

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

2003 Ford Econoline

Little Falls, MN

UnscoredInsufficient · 0
$1,500144,841 mi

Little Falls, MN

2001 Ford Econoline

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

2001 Ford Econoline

Little Falls, MN

UnscoredInsufficient · 0
$1,500203,310 mi

Little Falls, MN

2005 Toyota Prius Base

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

2005 Toyota Prius Base

Little Falls, MN

UnscoredInsufficient · 0
$1,950272,854 mi

Little Falls, MN

2009 Dodge Journey SXT

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

2009 Dodge Journey SXT

Aitkin, MN

UnscoredInsufficient · 0
$2,349233,374 mi

Aitkin, MN

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Aitkin, MN

UnscoredLimited · 5
$2,349234,148 mi

Comparison: 5 similar vehicles

Aitkin, MN

2000 Volkswagen New Beetle GLS

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

2000 Volkswagen New Beetle GLS

Little Falls, MN

UnscoredInsufficient · 0
$2,450115,446 mi

Little Falls, MN

2005 Chrysler Town & Country Base

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

2005 Chrysler Town & Country Base

Little Falls, MN

UnscoredInsufficient · 0
$2,750164,774 mi

Little Falls, MN

2005 Mercury Grand Marquis LS

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

2005 Mercury Grand Marquis LS

Aitkin, MN

UnscoredInsufficient · 0
$2,849190,347 mi

Aitkin, MN

2008 Hyundai Veracruz GLS

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

2008 Hyundai Veracruz GLS

Little Falls, MN

UnscoredInsufficient · 0
$2,950191,978 mi

Little Falls, MN

2003 Mercedes-Benz M-Class ML500

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

2003 Mercedes-Benz M-Class ML500

Little Falls, MN

UnscoredInsufficient · 0
$2,950163,700 mi

Little Falls, MN

2002 Saturn S-Series SL1

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

2002 Saturn S-Series SL1

Royalton, MN

UnscoredInsufficient · 0
$2,95085,000 mi

Royalton, MN

1994 Ford Mustang

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

1994 Ford Mustang

Little Falls, MN

UnscoredInsufficient · 0
$2,950133,702 mi

Little Falls, MN

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Milaca, MN

UnscoredInsufficient · 0
$2,975194,709 mi

Milaca, MN

2009 Chevrolet Aveo5 1LT

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

2009 Chevrolet Aveo5 1LT

Staples, MN

UnscoredInsufficient · 0
$2,995104,086 mi

Staples, MN

2012 Buick Verano 1SD

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

2012 Buick Verano 1SD

Pequot Lakes, MN

UnscoredInsufficient · 0
$2,999201,316 mi

Pequot Lakes, MN

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Pequot Lakes, MN

UnscoredLimited · 5
$2,999215,483 mi

Comparison: 5 similar vehicles

Pequot Lakes, MN

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Brainerd, MN

UnscoredLimited · 6
$2,999201,977 mi

Comparison: 6 similar vehicles

Brainerd, MN

2009 Mazda MAZDA3 i Touring

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

2009 Mazda MAZDA3 i Touring

Pequot Lakes, MN

UnscoredInsufficient · 0
$2,999152,636 mi

Pequot Lakes, MN

2001 Chrysler PT Cruiser Base

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

2001 Chrysler PT Cruiser Base

Little Falls, MN

UnscoredInsufficient · 0
$3,340165,885 mi

Little Falls, MN

2007 Pontiac G5 GT

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

2007 Pontiac G5 GT

Little Falls, MN

UnscoredInsufficient · 0
$3,400148,947 mi

Little Falls, MN

2002 Oldsmobile Bravada Base

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

2002 Oldsmobile Bravada Base

Menahga, MN

UnscoredInsufficient · 3
$3,495217,000 mi

Comparison: 3 similar vehicles

Menahga, MN

1986 Chevrolet Corvette

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

1986 Chevrolet Corvette

Wadena, MN

UnscoredInsufficient · 0
$3,80096,000 mi

Wadena, MN

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Little Falls, MN

UnscoredInsufficient · 0
$3,900184,660 mi

Little Falls, MN

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Milaca, MN

UnscoredInsufficient · 3
$3,975141,916 mi

Comparison: 3 similar vehicles

Milaca, MN

1986 Chevrolet El Camino

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

1986 Chevrolet El Camino

Milaca, MN

UnscoredInsufficient · 0
$4,00039,716 mi

Milaca, MN

2007 Toyota RAV4 Limited

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

2007 Toyota RAV4 Limited

Brainerd, MN

UnscoredLimited · 6
$4,168283,365 mi

Comparison: 6 similar vehicles

Brainerd, MN

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Wadena, MN

UnscoredLimited · 7
$4,348276,138 mi

Comparison: 7 similar vehicles

Wadena, MN

2004 Chrysler PT Cruiser Touring Edition

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

2004 Chrysler PT Cruiser Touring Edition

Wadena, MN

UnscoredInsufficient · 0
$4,34893,261 mi

Wadena, MN

2009 Ford F-150 STX

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

2009 Ford F-150 STX

Aitkin, MN

UnscoredInsufficient · 0
$4,349262,016 mi

Aitkin, MN

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

Little Falls, MN

UnscoredLimited · 13
$4,450193,535 mi

Comparison: 13 similar vehicles

Little Falls, MN

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Little Falls, MN

UnscoredInsufficient · 0
$4,45088,100 mi

Little Falls, MN

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Little Falls, MN

UnscoredInsufficient · 0
$4,450179,645 mi

Little Falls, MN

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Little Falls, MN

UnscoredInsufficient · 0
$4,450214,754 mi

Little Falls, MN

2014 Ford Expedition Limited

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

2014 Ford Expedition Limited

Merrifield, MN

UnscoredLimited · 9
$4,495260,111 mi

Comparison: 9 similar vehicles

Merrifield, MN

2006 Jeep Liberty Renegade

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

2006 Jeep Liberty Renegade

Rice, MN

UnscoredInsufficient · 0
$4,500168,108 mi

Rice, MN

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Wadena, MN

UnscoredLimited · 10
$4,500222,440 mi

Comparison: 10 similar vehicles

Wadena, MN

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Little Falls, MN

UnscoredInsufficient · 0
$4,700101,509 mi

Little Falls, MN

2007 Ford Mustang Deluxe

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

2007 Ford Mustang Deluxe

Little Falls, MN

UnscoredInsufficient · 0
$4,750154,960 mi

Little Falls, MN

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Little Falls, MN

UnscoredModerate · 23
$4,850165,933 mi

Comparison: 23 similar vehicles

Little Falls, MN

2015 Kia Soul +

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

2015 Kia Soul +

Little Falls, MN

UnscoredLimited · 7
$4,950142,858 mi

Comparison: 7 similar vehicles

Little Falls, MN

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

Little Falls, MN

Salvage title
$4,950214,545 mi

Little Falls, MN

2014 Dodge Grand Caravan SXT

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

2014 Dodge Grand Caravan SXT

Little Falls, MN

UnscoredLimited · 15
$4,950164,498 mi

Comparison: 15 similar vehicles

Little Falls, MN

2013 Jeep Grand Cherokee Laredo X

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

2013 Jeep Grand Cherokee Laredo X

Little Falls, MN

UnscoredLimited · 8
$4,950220,884 mi

Comparison: 8 similar vehicles

Little Falls, MN

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Little Falls, MN

Fair PriceLimited · 10
$4,95069,677 mi

Market: $3,995 – $6,298

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Little Falls, MN

2012 BMW 7 Series 750i

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

2012 BMW 7 Series 750i

Little Falls, MN

UnscoredInsufficient · 0
$4,950178,991 mi

Little Falls, MN

1993 Dodge Stealth

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

1993 Dodge Stealth

Little Falls, MN

Salvage title
$4,95088,236 mi

Little Falls, MN

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Milaca, MN

UnscoredInsufficient · 3
$4,975167,884 mi

Comparison: 3 similar vehicles

Milaca, MN

2006 GMC Savana Base

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

2006 GMC Savana Base

Milaca, MN

UnscoredInsufficient · 0
$4,975166,063 mi

Milaca, MN

1998 Mercedes-Benz C-Class C 280

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

1998 Mercedes-Benz C-Class C 280

Milaca, MN

UnscoredInsufficient · 0
$4,97557,767 mi

Milaca, 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 manage their profile, 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, exports, and enhanced merchandising.
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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