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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 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

1,306 listings found

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
$1,865171,000 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 · 70
$1,900217,833 mi

Comparison: 70 similar vehicles

Waterloo, IA

No Photo

2015 Chevrolet Cruze 1LT

Waterloo, IA

UnscoredRobust · 52
$2,500181,000 mi

Comparison: 52 similar vehicles

Waterloo, IA

No Photo

2007 Ford Taurus SEL

Cedar Rapids, IA

UnscoredInsufficient · 0
$2,50088,024 mi

Cedar Rapids, 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

No Photo

2003 Dodge Neon SXT

Manchester, IA

UnscoredInsufficient · 0
$2,550102,334 mi

Manchester, 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

UnscoredModerate · 26
$2,600201,251 mi

Comparison: 26 similar vehicles

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 · 4
$2,605135,492 mi

Comparison: 4 similar vehicles

Cedar Falls, IA

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Cedar Falls, IA

UnscoredInsufficient · 3
$2,680209,334 mi

Comparison: 3 similar vehicles

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

UnscoredInsufficient · 4
$2,700191,246 mi

Comparison: 4 similar vehicles

Waterloo, 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

UnscoredLimited · 10
$2,760255,350 mi

Comparison: 10 similar vehicles

Iowa City, IA

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Waterloo, IA

UnscoredInsufficient · 0
$2,80087,233 mi

Waterloo, IA

No Photo

2015 Chevrolet Malibu 1LT

Manchester, IA

UnscoredRobust · 51
$2,850217,000 mi

Comparison: 51 similar vehicles

Manchester, IA

No Photo

2008 Audi A4 Base

Manchester, IA

UnscoredInsufficient · 4
$2,850188,541 mi

Comparison: 4 similar vehicles

Manchester, 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

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 · 0
$2,990172,992 mi

Vinton, 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

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

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Cedar Falls, IA

UnscoredModerate · 25
$3,005258,168 mi

Comparison: 25 similar vehicles

Cedar Falls, IA

2010 Kia Forte EX

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

2010 Kia Forte EX

Waterloo, IA

UnscoredInsufficient · 0
$3,075240,622 mi

Waterloo, IA

2010 Ford Focus S

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

2010 Ford Focus S

Iowa City, IA

UnscoredInsufficient · 0
$3,092241,592 mi

Iowa City, IA

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Manchester, IA

UnscoredInsufficient · 4
$3,350181,328 mi

Comparison: 4 similar vehicles

Manchester, IA

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Manchester, IA

UnscoredLimited · 9
$3,350179,467 mi

Comparison: 9 similar vehicles

Manchester, IA

No Photo

2008 Ford Fusion SEL

Manchester, IA

Salvage title
$3,350Mileage not verified

Manchester, IA

2004 Pontiac Bonneville GXP

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

2004 Pontiac Bonneville GXP

Manchester, IA

UnscoredInsufficient · 0
$3,350178,505 mi

Manchester, IA

2007 Honda Accord LX

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

2007 Honda Accord LX

Cedar Falls, IA

UnscoredInsufficient · 0
$3,479212,370 mi

Cedar Falls, IA

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Iowa City, IA

UnscoredLimited · 11
$3,480175,370 mi

Comparison: 11 similar vehicles

Iowa City, IA

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Waterloo, IA

UnscoredModerate · 26
$3,487244,195 mi

Comparison: 26 similar vehicles

Waterloo, IA

2005 Nissan Maxima SE

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

2005 Nissan Maxima SE

Marion, IA

UnscoredInsufficient · 0
$3,495170,892 mi

Marion, IA

2008 Cadillac DTS 1SE

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

2008 Cadillac DTS 1SE

Manchester, IA

UnscoredInsufficient · 0
$3,550191,648 mi

Manchester, IA

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Waterloo, IA

UnscoredLimited · 8
$3,623178,474 mi

Comparison: 8 similar vehicles

Waterloo, IA

2007 Volkswagen Passat 2.0T

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

2007 Volkswagen Passat 2.0T

Blairstown, IA

UnscoredInsufficient · 0
$3,674229,409 mi

Blairstown, IA

2014 Cadillac CTS Sedan Luxury Collection

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

2014 Cadillac CTS Sedan Luxury Collection

Cedar Falls, IA

UnscoredLimited · 7
$3,680146,089 mi

Comparison: 7 similar vehicles

Cedar Falls, IA

2004 Buick Century Base

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

2004 Buick Century Base

Cedar Rapids, IA

UnscoredLimited · 11
$3,750192,860 mi

Comparison: 11 similar vehicles

Cedar Rapids, IA

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Cedar Falls, IA

UnscoredLimited · 6
$3,830187,726 mi

Comparison: 6 similar vehicles

Cedar Falls, IA

2013 Subaru Impreza 2.0I

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

2013 Subaru Impreza 2.0I

Cedar Falls, IA

Salvage title
$3,838122,442 mi

Cedar Falls, IA

2005 Honda Accord LX

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

2005 Honda Accord LX

Cedar Rapids, IA

UnscoredLimited · 10
$3,845171,655 mi

Comparison: 10 similar vehicles

Cedar Rapids, IA

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Manchester, IA

UnscoredModerate · 42
$3,850168,000 mi

Comparison: 42 similar vehicles

Manchester, IA

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Cedar Falls, IA

UnscoredInsufficient · 0
$3,880119,578 mi

Cedar Falls, IA

2008 Honda Accord EX V6

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

2008 Honda Accord EX V6

Waterloo, IA

UnscoredInsufficient · 0
$3,981182,852 mi

Waterloo, IA

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Vinton, IA

UnscoredInsufficient · 0
$3,990215,124 mi

Vinton, IA

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Vinton, IA

UnscoredInsufficient · 4
$3,990212,000 mi

Comparison: 4 similar vehicles

Vinton, IA

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Belle Plaine, IA

UnscoredModerate · 36
$3,995199,955 mi

Comparison: 36 similar vehicles

Belle Plaine, IA

2005 Toyota Corolla S

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

2005 Toyota Corolla S

Marion, IA

UnscoredLimited · 13
$3,995199,963 mi

Comparison: 13 similar vehicles

Marion, IA

2002 Pontiac Sunfire SE

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

2002 Pontiac Sunfire SE

Center Point, IA

UnscoredInsufficient · 0
$3,995143,226 mi

Center Point, IA

2002 Lexus ES 300

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

2002 Lexus ES 300

Cedar Falls, IA

UnscoredInsufficient · 3
$4,213177,165 mi

Comparison: 3 similar vehicles

Cedar Falls, IA

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Tama, IA

UnscoredInsufficient · 4
$4,250140,960 mi

Comparison: 4 similar vehicles

Tama, 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

Salvage title
$4,330137,501 mi

Waterloo, IA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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