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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 5, 2026

6.8M+

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

28 listings found

2007 Mercury Mariner Luxury FWD

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

2007 Mercury Mariner Luxury FWD

Lakeland, MN

UnscoredInsufficient · 0
$1,899164,000 mi

Lakeland, MN

2011 Chevrolet Impala LTZ

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

2011 Chevrolet Impala LTZ

Lakeland, MN

UnscoredInsufficient · 0
$1,995255,886 mi

Lakeland, MN

2006 Honda Odyssey EX

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

2006 Honda Odyssey EX

Lakeland, MN

UnscoredInsufficient · 3
$1,995314,268 mi

Comparison: 3 similar vehicles

Lakeland, MN

2008 Ford Escape Limited

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

2008 Ford Escape Limited

Lakeland, MN

UnscoredInsufficient · 4
$2,295157,423 mi

Comparison: 4 similar vehicles

Lakeland, MN

2007 Toyota Prius Base

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

2007 Toyota Prius Base

Lakeland, MN

UnscoredInsufficient · 3
$2,650223,772 mi

Comparison: 3 similar vehicles

Lakeland, MN

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Lakeland, MN

UnscoredInsufficient · 4
$2,695212,631 mi

Comparison: 4 similar vehicles

Lakeland, MN

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Lakeland, MN

Unscored
$2,995171,746 mi

Comparison: 7 similar vehicles

Lakeland, MN

2009 Lincoln MKZ Base

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

2009 Lincoln MKZ Base

Lakeland, MN

UnscoredInsufficient · 3
$2,995189,237 mi

Comparison: 3 similar vehicles

Lakeland, MN

2006 Toyota RAV4 Base

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

2006 Toyota RAV4 Base

Lakeland, MN

Unscored
$2,995229,630 mi

Comparison: 12 similar vehicles

Lakeland, MN

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Lakeland, MN

UnscoredInsufficient · 3
$2,995101,523 mi

Comparison: 3 similar vehicles

Lakeland, MN

2005 Chevrolet Tahoe

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

2005 Chevrolet Tahoe

Lakeland, MN

UnscoredInsufficient · 0
$2,995215,880 mi

Lakeland, MN

2001 Ford F-150 LARIAT

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

2001 Ford F-150 LARIAT

Lakeland, MN

UnscoredInsufficient · 0
$2,995206,682 mi

Lakeland, MN

1996 Toyota Corolla

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

1996 Toyota Corolla

Lakeland, MN

UnscoredInsufficient · 0
$2,995157,695 mi

Lakeland, MN

2013 Ford Focus SE

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

2013 Ford Focus SE

Lakeland, MN

Unscored
$3,800164,000 mi

Comparison: 6 similar vehicles

Lakeland, MN

2009 Mercury Mariner Premier

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

2009 Mercury Mariner Premier

Lakeland, MN

UnscoredInsufficient · 0
$3,800152,000 mi

Lakeland, MN

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

Lakeland, MN

Unscored
$3,995272,118 mi

Comparison: 10 similar vehicles

Lakeland, MN

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Lakeland, MN

UnscoredInsufficient · 0
$3,995233,838 mi

Lakeland, MN

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Lakeland, MN

Unscored
$4,250249,452 mi

Comparison: 12 similar vehicles

Lakeland, MN

2009 Pontiac Vibe GT

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

2009 Pontiac Vibe GT

Lakeland, MN

UnscoredInsufficient · 0
$4,650187,550 mi

Lakeland, MN

2010 Mercedes-Benz GLK-Class GLK350

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

2010 Mercedes-Benz GLK-Class GLK350

Lakeland, MN

UnscoredInsufficient · 0
$4,850216,425 mi

Lakeland, MN

2000 Jeep Cherokee SPORT

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

2000 Jeep Cherokee SPORT

Lakeland, MN

UnscoredInsufficient · 0
$4,995124,030 mi

Lakeland, MN

2002 Chevrolet Silverado 1500

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

2002 Chevrolet Silverado 1500

Lakeland, MN

UnscoredInsufficient · 0
$5,49987,000 mi

Lakeland, MN

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Lakeland, MN

Unscored
$5,500269,000 mi

Comparison: 11 similar vehicles

Lakeland, MN

2006 Subaru Baja Sport

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

2006 Subaru Baja Sport

Lakeland, MN

UnscoredInsufficient · 0
$6,995173,675 mi

Lakeland, MN

2009 Chevrolet Impala SS

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

2009 Chevrolet Impala SS

Lakeland, MN

UnscoredInsufficient · 0
$11,50066,391 mi

Lakeland, MN

2006 Ford F-350 Super Duty Chassis Cab XLT

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

2006 Ford F-350 Super Duty Chassis Cab XLT

Lakeland, MN

UnscoredInsufficient · 0
$11,99596,000 mi

Lakeland, MN

2017 Cadillac CTS Sedan Luxury

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

2017 Cadillac CTS Sedan Luxury

Lakeland, MN

UnscoredInsufficient · 0
$16,00059,924 mi

Lakeland, MN

2017 Mazda MX-5 Miata RF Grand Touring

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

2017 Mazda MX-5 Miata RF Grand Touring

Lakeland, MN

UnscoredInsufficient · 0
$17,49974,000 mi

Lakeland, 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 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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