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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

360 listings found

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
$2,761255,350 mi

Comparison: 10 similar vehicles

Iowa City, 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

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 · 10
$3,480175,370 mi

Comparison: 10 similar vehicles

Iowa City, 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

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 · 35
$3,995199,955 mi

Comparison: 35 similar vehicles

Belle Plaine, IA

2007 Lexus ES 350

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

2007 Lexus ES 350

Belle Plaine, IA

UnscoredInsufficient · 3
$4,495177,324 mi

Comparison: 3 similar vehicles

Belle Plaine, IA

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Iowa City, IA

UnscoredLimited · 5
$4,500211,299 mi

Comparison: 5 similar vehicles

Iowa City, IA

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Iowa City, IA

UnscoredLimited · 5
$4,695183,688 mi

Comparison: 5 similar vehicles

Iowa City, IA

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Columbus Junction, IA

UnscoredInsufficient · 4
$4,750212,453 mi

Comparison: 4 similar vehicles

Columbus Junction, IA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Ottumwa, IA

UnscoredModerate · 41
$4,795156,007 mi

Comparison: 41 similar vehicles

Ottumwa, IA

2003 Lexus ES 300

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

2003 Lexus ES 300

Iowa City, IA

UnscoredInsufficient · 3
$4,900190,955 mi

Comparison: 3 similar vehicles

Iowa City, IA

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Newton, IA

UnscoredInsufficient · 4
$4,960240,005 mi

Comparison: 4 similar vehicles

Newton, IA

No Photo

2017 Chevrolet Cruze LT

Atkins, IA

UnscoredLimited · 8
$4,995181,415 mi

Comparison: 8 similar vehicles

Atkins, IA

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Fairfield, IA

UnscoredLimited · 5
$4,995237,983 mi

Comparison: 5 similar vehicles

Fairfield, IA

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Iowa City, IA

UnscoredLimited · 12
$5,200181,157 mi

Comparison: 12 similar vehicles

Iowa City, IA

2008 Nissan Altima S

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

2008 Nissan Altima S

Oskaloosa, IA

UnscoredLimited · 9
$5,495182,324 mi

Comparison: 9 similar vehicles

Oskaloosa, IA

2012 Subaru Legacy I Premium

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

2012 Subaru Legacy I Premium

Iowa City, IA

UnscoredInsufficient · 3
$6,000171,531 mi

Comparison: 3 similar vehicles

Iowa City, IA

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Wellman, IA

UnscoredLimited · 9
$6,475273,194 mi

Comparison: 9 similar vehicles

Wellman, IA

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Atkins, IA

UnscoredLimited · 11
$6,995136,877 mi

Comparison: 11 similar vehicles

Atkins, IA

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Oskaloosa, IA

UnscoredModerate · 31
$6,995127,252 mi

Comparison: 31 similar vehicles

Oskaloosa, IA

No Photo

2009 Mercedes-Benz C-Class C300 Luxury

Oskaloosa, IA

UnscoredInsufficient · 0
$6,995164,741 mi

Oskaloosa, IA

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Newton, IA

UnscoredLimited · 5
$7,170140,084 mi

Comparison: 5 similar vehicles

Newton, IA

2004 Mercedes-Benz E-Class E500 4Matic

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

2004 Mercedes-Benz E-Class E500 4Matic

Bloomfield, IA

UnscoredInsufficient · 0
$7,30091,000 mi

Bloomfield, IA

2009 Toyota Avalon Limited

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

2009 Toyota Avalon Limited

Kalona, IA

UnscoredInsufficient · 0
$7,450189,373 mi

Kalona, IA

2011 Mercury Grand Marquis LS

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

2011 Mercury Grand Marquis LS

Columbus Junction, IA

UnscoredInsufficient · 0
$7,800105,984 mi

Columbus Junction, IA

2018 Mitsubishi Mirage G4 ES

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

2018 Mitsubishi Mirage G4 ES

Iowa City, IA

UnscoredInsufficient · 0
$7,83254,039 mi

Iowa City, IA

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Lockridge, IA

UnscoredRobust · 74
$7,995128,401 mi

Comparison: 74 similar vehicles

Lockridge, IA

2013 Mercedes-Benz E-Class E350 Luxury

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

2013 Mercedes-Benz E-Class E350 Luxury

Iowa City, IA

UnscoredLimited · 7
$8,069150,443 mi

Comparison: 7 similar vehicles

Iowa City, IA

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

Oskaloosa, IA

UnscoredLimited · 5
$8,195132,979 mi

Comparison: 5 similar vehicles

Oskaloosa, IA

2017 Kia Forte EX

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

2017 Kia Forte EX

Iowa City, IA

UnscoredInsufficient · 0
$8,233138,462 mi

Iowa City, IA

2015 Chevrolet Malibu 1LZ

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

2015 Chevrolet Malibu 1LZ

Bloomfield, IA

UnscoredLimited · 8
$8,495128,405 mi

Comparison: 8 similar vehicles

Bloomfield, IA

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Ottumwa, IA

Salvage title
$8,50083,326 mi

Ottumwa, IA

2017 Chevrolet Sonic LT

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

2017 Chevrolet Sonic LT

Iowa City, IA

Fair PriceLimited · 17
$8,74971,931 mi

Market: $2,997 – $13,266

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Iowa City, IA

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Wellman, IA

Fair PriceModerate · 24
$8,87586,931 mi

Market: $4,795 – $13,401

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 834 days listed (based on current market benchmarks)

Wellman, IA

2018 Hyundai Sonata Limited

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

2018 Hyundai Sonata Limited

Iowa City, IA

UnscoredLimited · 5
$8,950129,241 mi

Comparison: 5 similar vehicles

Iowa City, IA

2019 Nissan Altima SL

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

2019 Nissan Altima SL

Iowa City, IA

UnscoredLimited · 12
$8,989192,724 mi

Comparison: 12 similar vehicles

Iowa City, IA

2013 Ford Fusion Titanium

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

2013 Ford Fusion Titanium

Oskaloosa, IA

UnscoredInsufficient · 4
$8,995125,974 mi

Comparison: 4 similar vehicles

Oskaloosa, IA

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Bloomfield, IA

UnscoredModerate · 30
$9,000129,500 mi

Comparison: 30 similar vehicles

Bloomfield, IA

2015 Buick LaCrosse Base

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

2015 Buick LaCrosse Base

Bloomfield, IA

UnscoredInsufficient · 0
$9,195137,450 mi

Bloomfield, 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

Oskaloosa, IA

UnscoredLimited · 9
$9,295129,102 mi

Comparison: 9 similar vehicles

Oskaloosa, IA

2011 Toyota Camry Base

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

2011 Toyota Camry Base

Bloomfield, IA

UnscoredLimited · 5
$9,300140,715 mi

Comparison: 5 similar vehicles

Bloomfield, IA

2013 Honda Civic EX

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

2013 Honda Civic EX

Iowa City, IA

UnscoredLimited · 12
$9,800128,401 mi

Comparison: 12 similar vehicles

Iowa City, IA

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

Pella, IA

UnscoredLimited · 5
$9,842129,093 mi

Comparison: 5 similar vehicles

Pella, IA

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Oskaloosa, IA

UnscoredModerate · 23
$9,995120,968 mi

Comparison: 23 similar vehicles

Oskaloosa, IA

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Grinnell, IA

OverpricedModerate · 45
$9,99873,713 mi

Market: $2,500 – $9,838

Comparison: 45 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Grinnell, IA

2016 Chevrolet Malibu Limited 1LS

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

2016 Chevrolet Malibu Limited 1LS

Iowa City, IA

UnscoredLimited · 5
$10,02376,388 mi

Comparison: 5 similar vehicles

Iowa City, IA

2011 Toyota Corolla LE

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

2011 Toyota Corolla LE

Knoxville, IA

UnscoredInsufficient · 4
$10,408144,703 mi

Comparison: 4 similar vehicles

Knoxville, IA

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Wellman, IA

UnscoredLimited · 6
$10,67574,006 mi

Comparison: 6 similar vehicles

Wellman, IA

2016 Chevrolet Malibu Limited 1LS

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

2016 Chevrolet Malibu Limited 1LS

Wellman, IA

UnscoredInsufficient · 0
$10,87594,186 mi

Wellman, IA

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Oskaloosa, IA

Fair PriceModerate · 25
$10,900101,007 mi

Market: $8,500 – $22,573

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Oskaloosa, 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 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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