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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

123 listings found

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Hayden, ID

UnscoredInsufficient · 0
$2,995181,716 mi

Hayden, ID

2006 Subaru B9 Tribeca 7-Passenger

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

2006 Subaru B9 Tribeca 7-Passenger

Hayden, ID

UnscoredInsufficient · 0
$2,995Mileage not verified

Hayden, ID

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Hayden, ID

UnscoredInsufficient · 0
$2,995238,056 mi

Hayden, ID

2001 Chevrolet Suburban Base

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

2001 Chevrolet Suburban Base

Hayden, ID

UnscoredInsufficient · 0
$2,995285,000 mi

Hayden, ID

2009 Pontiac Torrent Base

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

2009 Pontiac Torrent Base

Hayden, ID

UnscoredInsufficient · 0
$3,995165,752 mi

Hayden, ID

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Hayden, ID

UnscoredInsufficient · 0
$3,995160,000 mi

Hayden, ID

2006 Chevrolet Equinox LT

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

2006 Chevrolet Equinox LT

Hayden, ID

UnscoredInsufficient · 0
$3,995134,855 mi

Hayden, ID

2010 Honda Pilot EX-L

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

2010 Honda Pilot EX-L

Hayden, ID

UnscoredInsufficient · 0
$4,500270,231 mi

Hayden, ID

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Hayden, ID

Unscored
$4,995227,774 mi

Comparison: 5 similar vehicles

Hayden, ID

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Hayden, ID

UnscoredInsufficient · 0
$4,995129,683 mi

Hayden, ID

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Hayden, ID

UnscoredInsufficient · 0
$4,995162,210 mi

Hayden, ID

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Hayden, ID

UnscoredInsufficient · 0
$4,995142,730 mi

Hayden, ID

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Hayden, ID

UnscoredInsufficient · 3
$4,995190,000 mi

Comparison: 3 similar vehicles

Hayden, ID

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Hayden, ID

UnscoredInsufficient · 4
$4,995184,760 mi

Comparison: 4 similar vehicles

Hayden, ID

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

Hayden, ID

UnscoredInsufficient · 0
$4,995220,519 mi

Hayden, ID

2004 Acura MDX Base

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

2004 Acura MDX Base

Hayden, ID

UnscoredInsufficient · 0
$4,995180,000 mi

Hayden, ID

1999 Chevrolet Silverado LS

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

1999 Chevrolet Silverado LS

Hayden, ID

UnscoredInsufficient · 0
$4,995285,000 mi

Hayden, ID

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Hayden, ID

UnscoredInsufficient · 0
$5,995193,073 mi

Hayden, ID

2016 Jeep Grand Cherokee Limited

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

2016 Jeep Grand Cherokee Limited

Hayden, ID

UnscoredInsufficient · 4
$5,995229,086 mi

Comparison: 4 similar vehicles

Hayden, ID

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Hayden, ID

UnscoredInsufficient · 3
$5,995102,900 mi

Comparison: 3 similar vehicles

Hayden, ID

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Hayden, ID

Unscored
$5,995150,001 mi

Comparison: 7 similar vehicles

Hayden, ID

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Hayden, ID

UnscoredInsufficient · 0
$5,995181,980 mi

Hayden, ID

2010 Audi A3 Premium

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

2010 Audi A3 Premium

Hayden, ID

UnscoredInsufficient · 0
$5,995123,358 mi

Hayden, ID

2012 Volkswagen Jetta S

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

2012 Volkswagen Jetta S

Hayden, ID

UnscoredInsufficient · 0
$6,495159,469 mi

Hayden, ID

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Hayden, ID

UnscoredInsufficient · 4
$6,995161,672 mi

Comparison: 4 similar vehicles

Hayden, ID

2013 Hyundai Elantra GT Base

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

2013 Hyundai Elantra GT Base

Hayden, ID

Unscored
$6,995186,291 mi

Comparison: 11 similar vehicles

Hayden, ID

2009 Volkswagen Tiguan SE

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

2009 Volkswagen Tiguan SE

Hayden, ID

UnscoredInsufficient · 0
$6,995134,066 mi

Hayden, ID

1998 Ford F-150 STANDARD

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

1998 Ford F-150 STANDARD

Hayden, ID

UnscoredInsufficient · 0
$6,995205,286 mi

Hayden, ID

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Hayden, ID

UnscoredInsufficient · 0
$7,495173,530 mi

Hayden, ID

1999 Ford F-350

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

1999 Ford F-350

Hayden, ID

UnscoredInsufficient · 0
$7,500149,584 mi

Hayden, ID

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

Hayden, ID

UnscoredInsufficient · 3
$7,995146,201 mi

Comparison: 3 similar vehicles

Hayden, ID

2010 Mazda MAZDA3 s Sport

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

2010 Mazda MAZDA3 s Sport

Hayden, ID

UnscoredInsufficient · 0
$7,99592,588 mi

Hayden, ID

2014 Hyundai Elantra GT Base

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

2014 Hyundai Elantra GT Base

Hayden, ID

UnscoredInsufficient · 0
$8,000153,381 mi

Hayden, ID

2015 Chrysler 200 C

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

2015 Chrysler 200 C

Hayden, ID

UnscoredInsufficient · 0
$8,995114,348 mi

Hayden, ID

2002 Chevrolet Silverado 2500HD LT

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

2002 Chevrolet Silverado 2500HD LT

Hayden, ID

Unscored
$8,995235,733 mi

Comparison: 7 similar vehicles

Hayden, ID

2011 Toyota Highlander Limited

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

2011 Toyota Highlander Limited

Hayden, ID

UnscoredInsufficient · 0
$9,995149,144 mi

Hayden, ID

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Hayden, ID

UnscoredInsufficient · 0
$9,995214,646 mi

Hayden, ID

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

Hayden, ID

UnscoredInsufficient · 3
$9,995Mileage not verified

Comparison: 3 similar vehicles

Hayden, ID

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

Hayden, ID

UnscoredInsufficient · 3
$10,49592,742 mi

Comparison: 3 similar vehicles

Hayden, ID

2011 Chevrolet Express G3500

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

2011 Chevrolet Express G3500

Hayden, ID

UnscoredInsufficient · 0
$10,495224,108 mi

Hayden, ID

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Hayden, ID

UnscoredInsufficient · 3
$10,995124,038 mi

Comparison: 3 similar vehicles

Hayden, ID

2014 Chevrolet Silverado 2500HD Work Truck

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

2014 Chevrolet Silverado 2500HD Work Truck

Hayden, ID

UnscoredInsufficient · 0
$11,900321,666 mi

Hayden, ID

2006 Ford Econoline

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

2006 Ford Econoline

Hayden, ID

UnscoredInsufficient · 0
$12,495139,357 mi

Hayden, ID

2018 Toyota C-HR XLE Premium

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

2018 Toyota C-HR XLE Premium

Hayden, ID

UnscoredInsufficient · 0
$12,90060,104 mi

Hayden, ID

2017 Chevrolet Express Cargo Work Van

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

2017 Chevrolet Express Cargo Work Van

Hayden, ID

UnscoredInsufficient · 0
$12,900135,314 mi

Hayden, ID

2014 Ford F-350 Super Duty Chassis Cab XL

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

2014 Ford F-350 Super Duty Chassis Cab XL

Hayden, ID

UnscoredInsufficient · 0
$12,995249,282 mi

Hayden, ID

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Hayden, ID

UnscoredInsufficient · 0
$12,995139,529 mi

Hayden, ID

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Hayden, ID

Unscored
$13,995119,704 mi

Comparison: 7 similar vehicles

Hayden, ID

2005 Chevrolet C4500

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

2005 Chevrolet C4500

Hayden, ID

UnscoredInsufficient · 0
$14,500159,177 mi

Hayden, ID

2021 Ford Escape SE

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

2021 Ford Escape SE

Hayden, ID

Unscored
$14,99584,215 mi

Comparison: 7 similar vehicles

Hayden, ID

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.
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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