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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

5,043 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

2003 Chrysler Sebring LXI

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

2003 Chrysler Sebring LXI

Waterloo, IA

UnscoredInsufficient · 0
$1,995142,133 mi

Waterloo, IA

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Mason City, IA

UnscoredModerate · 41
$1,998172,015 mi

Comparison: 41 similar vehicles

Mason City, IA

2006 Ford Taurus SEL

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

2006 Ford Taurus SEL

Cedar Falls, IA

UnscoredInsufficient · 0
$2,005171,000 mi

Cedar Falls, IA

2014 Ford Focus SE

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

2014 Ford Focus SE

Waterloo, IA

UnscoredRobust · 58
$2,080217,833 mi

Comparison: 58 similar vehicles

Waterloo, IA

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Waterloo, IA

UnscoredModerate · 24
$2,080199,714 mi

Comparison: 24 similar vehicles

Waterloo, 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

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

2007 Pontiac Grand Prix GT

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

2007 Pontiac Grand Prix GT

Sioux City, IA

UnscoredInsufficient · 0
$2,499195,175 mi

Sioux City, IA

No Photo

2015 Chevrolet Cruze 1LT

Waterloo, IA

UnscoredModerate · 38
$2,500181,000 mi

Comparison: 38 similar vehicles

Waterloo, 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 · 6
$2,500159,107 mi

Comparison: 6 similar vehicles

Adel, IA

2007 Dodge Charger Base

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

2007 Dodge Charger Base

Waterloo, IA

UnscoredInsufficient · 0
$2,500157,367 mi

Waterloo, IA

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Waterloo, IA

UnscoredInsufficient · 0
$2,500142,144 mi

Waterloo, IA

2005 Mercury Sable GS

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

2005 Mercury Sable GS

Storm Lake, IA

UnscoredInsufficient · 0
$2,500143,652 mi

Storm Lake, IA

2000 Chevrolet Impala Base

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

2000 Chevrolet Impala Base

Waterloo, IA

UnscoredInsufficient · 0
$2,500124,775 mi

Waterloo, IA

1999 Lexus ES 300

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

1999 Lexus ES 300

Spencer, IA

UnscoredInsufficient · 0
$2,500160,000 mi

Spencer, IA

1998 Chevrolet Malibu LS

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

1998 Chevrolet Malibu LS

Waterloo, IA

UnscoredInsufficient · 0
$2,500162,353 mi

Waterloo, IA

No Photo

2003 Dodge Neon SXT

Manchester, IA

UnscoredInsufficient · 0
$2,550102,334 mi

Manchester, IA

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Waterloo, IA

UnscoredInsufficient · 0
$2,578181,801 mi

Waterloo, IA

2013 Dodge Dart Rallye

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

2013 Dodge Dart Rallye

Cedar Falls, IA

UnscoredInsufficient · 0
$2,605135,472 mi

Cedar Falls, IA

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Sioux City, IA

UnscoredLimited · 7
$2,673197,758 mi

Comparison: 7 similar vehicles

Sioux City, 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

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Iowa City, IA

UnscoredModerate · 38
$2,760255,350 mi

Comparison: 38 similar vehicles

Iowa City, IA

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Waterloo, IA

UnscoredLimited · 7
$2,800201,251 mi

Comparison: 7 similar vehicles

Waterloo, IA

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Charles City, IA

Salvage title
$2,800189,756 mi

Charles City, IA

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

No Photo

2015 Chevrolet Malibu 1LT

Manchester, IA

UnscoredRobust · 57
$2,850217,000 mi

Comparison: 57 similar vehicles

Manchester, IA

No Photo

2008 Audi A4 Base

Manchester, IA

UnscoredInsufficient · 4
$2,850188,541 mi

Comparison: 4 similar vehicles

Manchester, IA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Sioux City, IA

UnscoredLimited · 7
$2,900201,194 mi

Comparison: 7 similar vehicles

Sioux City, IA

2003 Chevrolet Malibu Base

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

2003 Chevrolet Malibu Base

Waterloo, IA

UnscoredInsufficient · 0
$2,900199,638 mi

Waterloo, IA

2011 Volkswagen Jetta S

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

2011 Volkswagen Jetta S

Cedar Falls, IA

UnscoredInsufficient · 3
$2,930208,264 mi

Comparison: 3 similar vehicles

Cedar Falls, 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

2009 Nissan Sentra S

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

2009 Nissan Sentra S

Onawa, IA

UnscoredInsufficient · 0
$2,950191,143 mi

Onawa, IA

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

Onawa, IA

UnscoredInsufficient · 3
$2,950147,929 mi

Comparison: 3 similar vehicles

Onawa, 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

2014 Chevrolet Malibu 2LT

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

2014 Chevrolet Malibu 2LT

Cedar Falls, IA

Salvage title
$2,962139,717 mi

Cedar Falls, IA

2008 Nissan Altima S

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

2008 Nissan Altima S

Waterloo, IA

UnscoredLimited · 5
$2,987191,246 mi

Comparison: 5 similar vehicles

Waterloo, IA

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Vinton, IA

UnscoredInsufficient · 0
$2,990210,141 mi

Vinton, IA

2008 Pontiac G6 1SV

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

2008 Pontiac G6 1SV

Vinton, IA

UnscoredInsufficient · 0
$2,990253,026 mi

Vinton, IA

2004 Cadillac DeVille Base

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

2004 Cadillac DeVille Base

Vinton, IA

UnscoredInsufficient · 3
$2,990172,992 mi

Comparison: 3 similar vehicles

Vinton, IA

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Sioux City, IA

UnscoredLimited · 9
$2,995213,145 mi

Comparison: 9 similar vehicles

Sioux City, 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

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Marion, IA

UnscoredInsufficient · 0
$2,995250,961 mi

Marion, IA

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Sioux City, IA

UnscoredInsufficient · 3
$2,995224,278 mi

Comparison: 3 similar vehicles

Sioux City, IA

2007 Mercury Milan Base

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

2007 Mercury Milan Base

Sioux City, IA

UnscoredInsufficient · 0
$2,995187,000 mi

Sioux City, IA

2006 Buick Lucerne CXS

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

2006 Buick Lucerne CXS

Charles City, IA

UnscoredInsufficient · 0
$2,995174,753 mi

Charles City, IA

2004 Saturn ION 2

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

2004 Saturn ION 2

Marion, IA

UnscoredInsufficient · 0
$2,995137,736 mi

Marion, IA

2002 Honda Accord EX

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

2002 Honda Accord EX

Waterloo, IA

UnscoredInsufficient · 0
$2,995113,668 mi

Waterloo, 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, 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

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. iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale. TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers. Edmunds publishes car reviews and provides deal ratings on new and used listings. J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values. Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value. 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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