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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 15, 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

50,000+ listings found(add a location or filter to narrow results)

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Fridley, MN

UnscoredInsufficient · 0
$1,399244,366 mi

Fridley, MN

2011 Chevrolet HHR LS

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

2011 Chevrolet HHR LS

Elk River, MN

UnscoredInsufficient · 0
$1,495Mileage not verified

Elk River, MN

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Lakeland, MN

UnscoredInsufficient · 0
$1,495295,993 mi

Lakeland, MN

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Inver Grove Heights, MN

UnscoredInsufficient · 4
$1,499209,188 mi

Comparison: 4 similar vehicles

Inver Grove Heights, MN

2003 Chevrolet Monte Carlo SS

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

2003 Chevrolet Monte Carlo SS

Glencoe, MN

UnscoredInsufficient · 0
$1,550234,471 mi

Glencoe, MN

2004 Mercury Grand Marquis LS

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

2004 Mercury Grand Marquis LS

Minneapolis, MN

UnscoredInsufficient · 0
$1,600263,532 mi

Minneapolis, MN

2000 Ford Taurus SES

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

2000 Ford Taurus SES

Fridley, MN

UnscoredInsufficient · 0
$1,699Mileage not verified

Fridley, MN

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Minneapolis, MN

UnscoredInsufficient · 0
$1,800Mileage not verified

Minneapolis, MN

2002 Oldsmobile Bravada Base

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

2002 Oldsmobile Bravada Base

Minneapolis, MN

UnscoredLimited · 5
$1,800173,789 mi

Comparison: 5 similar vehicles

Minneapolis, MN

2000 Chevrolet Tahoe Base

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

2000 Chevrolet Tahoe Base

Lakeland, MN

UnscoredInsufficient · 0
$1,895230,468 mi

Lakeland, MN

1995 Chevrolet Tahoe

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

1995 Chevrolet Tahoe

Hutchinson, MN

UnscoredInsufficient · 0
$1,900178,101 mi

Hutchinson, MN

No Photo

2004 Honda Civic VP

Saint Paul, MN

UnscoredInsufficient · 0
$1,950274,000 mi

Saint Paul, MN

2010 Volkswagen Passat Komfort

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

2010 Volkswagen Passat Komfort

Eden Prairie, MN

UnscoredInsufficient · 0
$1,995226,803 mi

Eden Prairie, MN

2003 Nissan Altima SE

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

2003 Nissan Altima SE

St. Louis Park, MN

UnscoredInsufficient · 0
$1,995249,140 mi

St. Louis Park, MN

1999 Buick LeSabre CUSTOM

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

1999 Buick LeSabre CUSTOM

Lakeland, MN

UnscoredInsufficient · 0
$1,995225,935 mi

Lakeland, MN

2010 Mitsubishi Lancer GTS

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

2010 Mitsubishi Lancer GTS

Farmington, MN

UnscoredInsufficient · 0
$1,999237,201 mi

Farmington, MN

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

Farmington, MN

UnscoredInsufficient · 0
$1,999178,282 mi

Farmington, 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

Farmington, MN

UnscoredInsufficient · 0
$1,999223,030 mi

Farmington, MN

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Farmington, MN

UnscoredInsufficient · 0
$1,999140,662 mi

Farmington, MN

2006 Kia Sportage EX

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

2006 Kia Sportage EX

Fridley, MN

UnscoredInsufficient · 0
$1,999Mileage not verified

Fridley, MN

2005 Pontiac Bonneville SE

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

2005 Pontiac Bonneville SE

Fridley, MN

UnscoredInsufficient · 0
$1,999216,299 mi

Fridley, MN

2005 Ford Focus ZX5 SES

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

2005 Ford Focus ZX5 SES

Anoka, MN

UnscoredInsufficient · 0
$1,999196,458 mi

Anoka, MN

2003 BMW X5 Base

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

2003 BMW X5 Base

Fridley, MN

UnscoredInsufficient · 0
$1,999Mileage not verified

Fridley, MN

2002 Cadillac DeVille DHS

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

2002 Cadillac DeVille DHS

Maple Plain, MN

UnscoredInsufficient · 0
$1,999166,055 mi

Maple Plain, MN

2009 Kia Sedona EX

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

2009 Kia Sedona EX

Minneapolis, MN

UnscoredInsufficient · 0
$2,000271,444 mi

Minneapolis, MN

2008 Dodge Avenger R/T

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

2008 Dodge Avenger R/T

Minneapolis, MN

UnscoredInsufficient · 0
$2,000206,530 mi

Minneapolis, MN

2008 Chevrolet Equinox LT

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

2008 Chevrolet Equinox LT

Minneapolis, MN

UnscoredInsufficient · 3
$2,000229,780 mi

Comparison: 3 similar vehicles

Minneapolis, MN

2008 Kia Rondo LX

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

2008 Kia Rondo LX

Minneapolis, MN

UnscoredInsufficient · 0
$2,000200,151 mi

Minneapolis, MN

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Minneapolis, MN

UnscoredInsufficient · 0
$2,000217,110 mi

Minneapolis, MN

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Minneapolis, MN

UnscoredInsufficient · 0
$2,000171,178 mi

Minneapolis, MN

2006 Hyundai Sonata LX

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

2006 Hyundai Sonata LX

Saint Paul, MN

UnscoredInsufficient · 0
$2,000181,040 mi

Saint Paul, MN

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Minneapolis, MN

UnscoredInsufficient · 3
$2,000249,589 mi

Comparison: 3 similar vehicles

Minneapolis, MN

2004 Chrysler Sebring

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

2004 Chrysler Sebring

Hutchinson, MN

UnscoredInsufficient · 0
$2,000143,504 mi

Hutchinson, MN

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Minneapolis, MN

UnscoredInsufficient · 0
$2,000215,390 mi

Minneapolis, MN

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Saint Paul, MN

UnscoredLimited · 7
$2,145195,414 mi

Comparison: 7 similar vehicles

Saint Paul, MN

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Prior Lake, MN

UnscoredLimited · 7
$2,200213,824 mi

Comparison: 7 similar vehicles

Prior Lake, MN

2009 Nissan Versa Base

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

2009 Nissan Versa Base

Lino Lakes, MN

UnscoredInsufficient · 0
$2,245145,597 mi

Lino Lakes, MN

2002 Volkswagen Jetta GLS

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

2002 Volkswagen Jetta GLS

Lino Lakes, MN

UnscoredInsufficient · 0
$2,245241,117 mi

Lino Lakes, MN

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Burnsville, MN

UnscoredLimited · 6
$2,270213,863 mi

Comparison: 6 similar vehicles

Burnsville, 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 · 3
$2,295157,423 mi

Comparison: 3 similar vehicles

Lakeland, MN

2009 Kia Rondo LX

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

2009 Kia Rondo LX

Farmington, MN

UnscoredInsufficient · 0
$2,297165,803 mi

Farmington, MN

2008 Buick LaCrosse CXL

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

2008 Buick LaCrosse CXL

Hastings, MN

UnscoredInsufficient · 4
$2,337194,586 mi

Comparison: 4 similar vehicles

Hastings, MN

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Shakopee, MN

UnscoredInsufficient · 4
$2,343138,787 mi

Comparison: 4 similar vehicles

Shakopee, MN

2011 Mitsubishi Outlander Sport ES

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

2011 Mitsubishi Outlander Sport ES

Saint Paul, MN

UnscoredInsufficient · 0
$2,350220,611 mi

Saint Paul, MN

1999 Lexus RX 300

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

1999 Lexus RX 300

Lakeland, MN

UnscoredInsufficient · 0
$2,350302,751 mi

Lakeland, MN

1990 Plymouth Grand Voyager SE

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

1990 Plymouth Grand Voyager SE

Buffalo, MN

UnscoredInsufficient · 0
$2,350145,103 mi

Buffalo, MN

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Big Lake, MN

UnscoredLimited · 9
$2,450201,000 mi

Comparison: 9 similar vehicles

Big Lake, MN

2007 GMC Savana Cargo Base

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

2007 GMC Savana Cargo Base

Forest Lake, MN

UnscoredInsufficient · 0
$2,450253,035 mi

Forest Lake, MN

1999 Volkswagen New Beetle GLS

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

1999 Volkswagen New Beetle GLS

Savage, MN

UnscoredInsufficient · 0
$2,450174,000 mi

Savage, MN

2005 Toyota Matrix Base

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

2005 Toyota Matrix Base

Ramsey, MN

UnscoredInsufficient · 0
$2,485222,088 mi

Ramsey, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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