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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

4,861 listings found

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Keokuk, IA

UnscoredInsufficient · 3
$2,500113,544 mi

Comparison: 3 similar vehicles

Keokuk, IA

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Keokuk, IA

UnscoredInsufficient · 4
$2,500181,954 mi

Comparison: 4 similar vehicles

Keokuk, IA

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Macomb, IL

UnscoredLimited · 12
$2,699129,921 mi

Comparison: 12 similar vehicles

Macomb, IL

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Keokuk, IA

UnscoredLimited · 15
$2,800185,660 mi

Comparison: 15 similar vehicles

Keokuk, IA

1999 Lincoln Continental Base

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

1999 Lincoln Continental Base

Curryville, MO

UnscoredInsufficient · 0
$2,800190,000 mi

Curryville, MO

2009 Ford F-150 XL

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

2009 Ford F-150 XL

Macomb, IL

UnscoredLimited · 6
$2,975263,422 mi

Comparison: 6 similar vehicles

Macomb, IL

2007 Chevrolet TrailBlazer LS

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

2007 Chevrolet TrailBlazer LS

Macomb, IL

UnscoredLimited · 5
$2,975218,948 mi

Comparison: 5 similar vehicles

Macomb, IL

2008 Chevrolet Malibu LTZ

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

2008 Chevrolet Malibu LTZ

Macomb, IL

UnscoredInsufficient · 0
$2,999144,710 mi

Macomb, IL

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Macomb, IL

UnscoredLimited · 6
$2,999201,709 mi

Comparison: 6 similar vehicles

Macomb, IL

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Keokuk, IA

UnscoredLimited · 6
$3,000203,321 mi

Comparison: 6 similar vehicles

Keokuk, IA

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Keokuk, IA

UnscoredLimited · 16
$3,000181,780 mi

Comparison: 16 similar vehicles

Keokuk, IA

2008 Mercury Mountaineer Premier

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

2008 Mercury Mountaineer Premier

Keokuk, IA

UnscoredInsufficient · 0
$3,000187,266 mi

Keokuk, IA

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Keokuk, IA

UnscoredLimited · 10
$3,000149,809 mi

Comparison: 10 similar vehicles

Keokuk, IA

2010 Kia Optima LX

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

2010 Kia Optima LX

Keokuk, IA

UnscoredInsufficient · 0
$3,100166,945 mi

Keokuk, IA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Keokuk, IA

UnscoredRobust · 64
$3,200198,905 mi

Comparison: 64 similar vehicles

Keokuk, IA

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Keokuk, IA

UnscoredModerate · 23
$3,200214,015 mi

Comparison: 23 similar vehicles

Keokuk, IA

2006 Ford Fusion SEL

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

2006 Ford Fusion SEL

Macomb, IL

UnscoredInsufficient · 0
$3,399190,834 mi

Macomb, IL

2013 Kia Soul Base

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

2013 Kia Soul Base

Vandalia, MO

UnscoredLimited · 16
$3,500210,447 mi

Comparison: 16 similar vehicles

Vandalia, MO

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Keokuk, IA

UnscoredModerate · 28
$3,500216,586 mi

Comparison: 28 similar vehicles

Keokuk, IA

2005 Chevrolet Express Cargo Base

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

2005 Chevrolet Express Cargo Base

Keokuk, IA

UnscoredInsufficient · 0
$3,500229,308 mi

Keokuk, IA

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Curryville, MO

UnscoredInsufficient · 0
$3,500182,000 mi

Curryville, MO

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Vandalia, MO

UnscoredLimited · 7
$3,650166,456 mi

Comparison: 7 similar vehicles

Vandalia, MO

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Keokuk, IA

UnscoredModerate · 44
$3,700156,676 mi

Comparison: 44 similar vehicles

Keokuk, IA

2008 Jeep Wrangler X

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

2008 Jeep Wrangler X

Keokuk, IA

UnscoredLimited · 12
$3,700161,918 mi

Comparison: 12 similar vehicles

Keokuk, IA

2011 Ford Flex SEL

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

2011 Ford Flex SEL

Keokuk, IA

UnscoredInsufficient · 0
$3,800200,351 mi

Keokuk, IA

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Quincy, IL

UnscoredInsufficient · 0
$3,981168,259 mi

Quincy, IL

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Palmyra, MO

UnscoredLimited · 5
$3,995203,649 mi

Comparison: 5 similar vehicles

Palmyra, MO

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Palmyra, MO

UnscoredInsufficient · 0
$3,995210,723 mi

Palmyra, MO

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Macomb, IL

UnscoredRobust · 81
$3,999185,773 mi

Comparison: 81 similar vehicles

Macomb, IL

2011 Kia Soul Base

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

2011 Kia Soul Base

Macomb, IL

UnscoredLimited · 8
$3,999145,110 mi

Comparison: 8 similar vehicles

Macomb, IL

2010 Chevrolet HHR LT

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

2010 Chevrolet HHR LT

Macomb, IL

UnscoredLimited · 10
$3,999146,984 mi

Comparison: 10 similar vehicles

Macomb, IL

2008 Ford Explorer Eddie Bauer

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

2008 Ford Explorer Eddie Bauer

Macomb, IL

UnscoredInsufficient · 0
$3,999156,563 mi

Macomb, IL

2008 Kia Optima LX

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

2008 Kia Optima LX

Macomb, IL

UnscoredLimited · 6
$3,999142,331 mi

Comparison: 6 similar vehicles

Macomb, IL

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Macomb, IL

UnscoredInsufficient · 0
$3,99996,372 mi

Macomb, IL

2007 Chevrolet HHR LT

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

2007 Chevrolet HHR LT

Macomb, IL

UnscoredLimited · 6
$3,999125,727 mi

Comparison: 6 similar vehicles

Macomb, IL

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Macomb, IL

UnscoredInsufficient · 0
$3,999159,608 mi

Macomb, IL

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Macomb, IL

UnscoredLimited · 5
$3,999131,929 mi

Comparison: 5 similar vehicles

Macomb, IL

2006 Nissan Pathfinder SE

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

2006 Nissan Pathfinder SE

Macomb, IL

UnscoredInsufficient · 0
$3,999188,901 mi

Macomb, IL

2005 Ford Mustang Deluxe

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

2005 Ford Mustang Deluxe

Macomb, IL

UnscoredInsufficient · 3
$3,999154,188 mi

Comparison: 3 similar vehicles

Macomb, IL

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Macomb, IL

UnscoredInsufficient · 3
$3,999164,311 mi

Comparison: 3 similar vehicles

Macomb, IL

2003 Toyota Corolla CE

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

2003 Toyota Corolla CE

Macomb, IL

UnscoredLimited · 9
$3,999190,857 mi

Comparison: 9 similar vehicles

Macomb, IL

2002 Volkswagen New Beetle GLS

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

2002 Volkswagen New Beetle GLS

Macomb, IL

UnscoredInsufficient · 0
$3,99998,044 mi

Macomb, IL

2001 Chevrolet Malibu LS

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

2001 Chevrolet Malibu LS

Macomb, IL

UnscoredInsufficient · 0
$3,99936,661 mi

Macomb, IL

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Keokuk, IA

UnscoredModerate · 23
$4,000210,079 mi

Comparison: 23 similar vehicles

Keokuk, IA

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Curryville, MO

UnscoredInsufficient · 0
$4,000200,500 mi

Curryville, MO

2006 Honda CR-V EX

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

2006 Honda CR-V EX

Curryville, MO

UnscoredInsufficient · 0
$4,000245,000 mi

Curryville, MO

1997 Ford Econoline

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

1997 Ford Econoline

Keokuk, IA

UnscoredInsufficient · 0
$4,000250,602 mi

Keokuk, IA

2006 Chrysler Pacifica Base

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

2006 Chrysler Pacifica Base

Macomb, IL

UnscoredInsufficient · 0
$4,07688,000 mi

Macomb, IL

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Keokuk, IA

UnscoredModerate · 22
$4,200218,976 mi

Comparison: 22 similar vehicles

Keokuk, IA

2004 Pontiac Grand Am SE1

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

2004 Pontiac Grand Am SE1

Quincy, IL

UnscoredInsufficient · 0
$4,250109,268 mi

Quincy, IL

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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