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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

19,572 listings found

2003 Chevrolet Malibu Base

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

2003 Chevrolet Malibu Base

Ames, IA

UnscoredInsufficient · 0
$1,700229,000 mi

Ames, IA

2007 Chevrolet Silverado 1500

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

2007 Chevrolet Silverado 1500

Hubbard, IA

UnscoredInsufficient · 0
$1,950286,778 mi

Hubbard, IA

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Hubbard, IA

UnscoredLimited · 9
$1,950263,574 mi

Comparison: 9 similar vehicles

Hubbard, IA

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Des Moines, IA

UnscoredLimited · 6
$1,971206,322 mi

Comparison: 6 similar vehicles

Des Moines, IA

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Ames, IA

UnscoredInsufficient · 0
$2,000249,000 mi

Ames, IA

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Pleasant Hill, IA

Salvage title
$2,180130,302 mi

Pleasant Hill, IA

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Pleasant Hill, IA

UnscoredInsufficient · 3
$2,180154,000 mi

Comparison: 3 similar vehicles

Pleasant Hill, IA

2008 Ford Focus SE

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

2008 Ford Focus SE

Pleasant Hill, IA

UnscoredInsufficient · 4
$2,180170,632 mi

Comparison: 4 similar vehicles

Pleasant Hill, IA

2009 Mercury Milan Premier

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

2009 Mercury Milan Premier

Des Moines, IA

UnscoredInsufficient · 0
$2,450180,000 mi

Des Moines, IA

2004 Ford Explorer Sport Trac Adrenalin

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

2004 Ford Explorer Sport Trac Adrenalin

Des Moines, IA

Salvage title
$2,495192,302 mi

Des Moines, IA

2001 Honda Accord EX Leather

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

2001 Honda Accord EX Leather

Adel, IA

UnscoredInsufficient · 0
$2,495Mileage not verified

Adel, IA

1990 Chevrolet GMT400

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

1990 Chevrolet GMT400

Des Moines, IA

UnscoredInsufficient · 0
$2,495251,864 mi

Des Moines, IA

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

Indianola, IA

UnscoredLimited · 9
$2,500257,895 mi

Comparison: 9 similar vehicles

Indianola, IA

2010 Nissan Maxima SV

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

2010 Nissan Maxima SV

Adel, IA

UnscoredLimited · 5
$2,500159,107 mi

Comparison: 5 similar vehicles

Adel, IA

No Photo

2008 Ford Fusion SE

Indianola, IA

UnscoredInsufficient · 0
$2,500Mileage not verified

Indianola, IA

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Boone, IA

UnscoredInsufficient · 0
$2,500255,457 mi

Boone, IA

2007 Chevrolet Malibu Maxx LT

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

2007 Chevrolet Malibu Maxx LT

Ames, IA

UnscoredInsufficient · 0
$2,500151,000 mi

Ames, IA

2004 Ford Expedition XLT

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

2004 Ford Expedition XLT

Pleasant Hill, IA

Salvage title
$2,680247,319 mi

Pleasant Hill, IA

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Des Moines, IA

UnscoredInsufficient · 0
$2,695226,638 mi

Des Moines, IA

2007 Ford Edge SEL

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

2007 Ford Edge SEL

Des Moines, IA

UnscoredInsufficient · 3
$2,750169,160 mi

Comparison: 3 similar vehicles

Des Moines, IA

2008 Mercury Mariner Premier

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

2008 Mercury Mariner Premier

Carlisle, IA

UnscoredInsufficient · 0
$2,799230,000 mi

Carlisle, IA

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Des Moines, IA

UnscoredLimited · 5
$2,895204,887 mi

Comparison: 5 similar vehicles

Des Moines, IA

1998 Ford F-150 LARIAT

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

1998 Ford F-150 LARIAT

Des Moines, IA

UnscoredInsufficient · 0
$2,900170,826 mi

Des Moines, IA

2016 Hyundai Accent SE

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

2016 Hyundai Accent SE

Des Moines, IA

UnscoredInsufficient · 0
$2,950201,599 mi

Des Moines, IA

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Hubbard, IA

UnscoredLimited · 6
$2,950216,241 mi

Comparison: 6 similar vehicles

Hubbard, IA

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Hubbard, IA

UnscoredInsufficient · 3
$2,950156,477 mi

Comparison: 3 similar vehicles

Hubbard, IA

2006 Toyota Sienna XLE Limited

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

2006 Toyota Sienna XLE Limited

Des Moines, IA

UnscoredInsufficient · 0
$2,950250,000 mi

Des Moines, IA

2005 Buick Rendezvous CX AWD

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

2005 Buick Rendezvous CX AWD

Hubbard, IA

UnscoredInsufficient · 0
$2,950107,126 mi

Hubbard, IA

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Hubbard, IA

UnscoredInsufficient · 0
$2,950173,172 mi

Hubbard, IA

1997 Chrysler Sebring JX

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

1997 Chrysler Sebring JX

Ames, IA

UnscoredInsufficient · 0
$2,950155,000 mi

Ames, IA

2009 Ford Flex SEL

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

2009 Ford Flex SEL

Des Moines, IA

UnscoredInsufficient · 0
$2,995204,541 mi

Des Moines, IA

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Des Moines, IA

Salvage title
$2,995263,486 mi

Des Moines, IA

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Des Moines, IA

UnscoredInsufficient · 0
$2,995155,964 mi

Des Moines, IA

2005 Saturn VUE Base

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

2005 Saturn VUE Base

Des Moines, IA

UnscoredInsufficient · 0
$2,995254,189 mi

Des Moines, IA

2002 Chevrolet TrailBlazer LS

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

2002 Chevrolet TrailBlazer LS

Des Moines, IA

UnscoredInsufficient · 0
$2,995206,000 mi

Des Moines, IA

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Des Moines, IA

UnscoredLimited · 6
$2,995192,946 mi

Comparison: 6 similar vehicles

Des Moines, IA

1998 Chevrolet K1500

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

1998 Chevrolet K1500

Des Moines, IA

UnscoredInsufficient · 0
$2,995221,378 mi

Des Moines, IA

2007 Ford Five Hundred SEL

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

2007 Ford Five Hundred SEL

Des Moines, IA

UnscoredInsufficient · 3
$2,999201,559 mi

Comparison: 3 similar vehicles

Des Moines, IA

2003 Hyundai Santa Fe GLS

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

2003 Hyundai Santa Fe GLS

Des Moines, IA

UnscoredLimited · 5
$2,999215,328 mi

Comparison: 5 similar vehicles

Des Moines, IA

2003 Nissan Maxima GLE

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

2003 Nissan Maxima GLE

Ankeny, IA

Salvage title
$3,000153,900 mi

Ankeny, IA

2002 Buick LeSabre Limited

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

2002 Buick LeSabre Limited

Ankeny, IA

UnscoredInsufficient · 0
$3,000153,300 mi

Ankeny, IA

2015 Chevrolet Equinox LTZ

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

2015 Chevrolet Equinox LTZ

Ames, IA

UnscoredLimited · 13
$3,128198,270 mi

Comparison: 13 similar vehicles

Ames, IA

2015 Ford Focus SE

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

2015 Ford Focus SE

Pleasant Hill, IA

UnscoredInsufficient · 4
$3,180164,743 mi

Comparison: 4 similar vehicles

Pleasant Hill, IA

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Ankeny, IA

UnscoredInsufficient · 3
$3,250191,156 mi

Comparison: 3 similar vehicles

Ankeny, IA

2007 Honda Accord SE

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

2007 Honda Accord SE

Des Moines, IA

UnscoredInsufficient · 0
$3,295241,539 mi

Des Moines, IA

1996 Buick Park Avenue

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

1996 Buick Park Avenue

Ankeny, IA

UnscoredInsufficient · 0
$3,400159,000 mi

Ankeny, IA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Indianola, IA

UnscoredLimited · 10
$3,450203,296 mi

Comparison: 10 similar vehicles

Indianola, IA

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Indianola, IA

UnscoredModerate · 21
$3,450193,073 mi

Comparison: 21 similar vehicles

Indianola, IA

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Des Moines, IA

UnscoredInsufficient · 3
$3,450181,000 mi

Comparison: 3 similar vehicles

Des Moines, IA

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Hubbard, IA

UnscoredInsufficient · 3
$3,450185,126 mi

Comparison: 3 similar vehicles

Hubbard, IA

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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