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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

197 listings found

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 · 36
$1,998172,015 mi

Comparison: 36 similar vehicles

Mason City, IA

2006 Dodge Stratus SXT

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

2006 Dodge Stratus SXT

Mason City, IA

UnscoredInsufficient · 0
$3,599171,738 mi

Mason City, IA

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Mason City, IA

UnscoredLimited · 11
$3,695188,000 mi

Comparison: 11 similar vehicles

Mason City, IA

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Mason City, IA

Salvage title
$3,999190,790 mi

Mason City, IA

2001 Mercury Grand Marquis LS

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

2001 Mercury Grand Marquis LS

Mason City, IA

UnscoredInsufficient · 0
$4,129211,048 mi

Mason City, IA

2012 Mazda MAZDA3 i Sport

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

2012 Mazda MAZDA3 i Sport

Algona, IA

UnscoredInsufficient · 0
$4,175121,436 mi

Algona, IA

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Mason City, IA

UnscoredInsufficient · 3
$4,520156,836 mi

Comparison: 3 similar vehicles

Mason City, IA

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Forest City, IA

UnscoredInsufficient · 0
$4,569214,044 mi

Forest City, IA

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Mason City, IA

UnscoredInsufficient · 0
$4,999105,425 mi

Mason City, IA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Albert Lea, MN

UnscoredLimited · 18
$5,000198,546 mi

Comparison: 18 similar vehicles

Albert Lea, MN

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Mason City, IA

UnscoredLimited · 7
$5,175140,943 mi

Comparison: 7 similar vehicles

Mason City, IA

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Albert Lea, MN

UnscoredLimited · 6
$5,199112,425 mi

Comparison: 6 similar vehicles

Albert Lea, MN

2019 Hyundai Elantra Value Edition

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

2019 Hyundai Elantra Value Edition

Mason City, IA

UnscoredInsufficient · 3
$5,998195,983 mi

Comparison: 3 similar vehicles

Mason City, IA

2016 Ford Taurus SEL

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

2016 Ford Taurus SEL

Mason City, IA

UnscoredLimited · 14
$5,998245,877 mi

Comparison: 14 similar vehicles

Mason City, IA

2010 Mercedes-Benz E-Class E350 Luxury

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

2010 Mercedes-Benz E-Class E350 Luxury

Mason City, IA

UnscoredInsufficient · 0
$5,998Mileage not verified

Mason City, IA

2013 Chevrolet Malibu 1SA

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

2013 Chevrolet Malibu 1SA

Mason City, IA

UnscoredLimited · 7
$6,194137,216 mi

Comparison: 7 similar vehicles

Mason City, IA

2013 Toyota Corolla LE

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

2013 Toyota Corolla LE

Mason City, IA

UnscoredLimited · 9
$6,220233,549 mi

Comparison: 9 similar vehicles

Mason City, IA

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Albert Lea, MN

UnscoredLimited · 6
$6,749112,534 mi

Comparison: 6 similar vehicles

Albert Lea, MN

2012 Buick Verano 1SL

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

2012 Buick Verano 1SL

Albert Lea, MN

UnscoredInsufficient · 0
$6,93492,211 mi

Albert Lea, MN

2018 Nissan Altima SL

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

2018 Nissan Altima SL

Mason City, IA

UnscoredLimited · 6
$6,998172,991 mi

Comparison: 6 similar vehicles

Mason City, IA

2014 Chevrolet Impala 2LZ

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

2014 Chevrolet Impala 2LZ

Mason City, IA

UnscoredLimited · 15
$6,998221,289 mi

Comparison: 15 similar vehicles

Mason City, IA

2008 Toyota Avalon Limited

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

2008 Toyota Avalon Limited

Fort Dodge, IA

UnscoredInsufficient · 0
$7,738148,252 mi

Fort Dodge, IA

2016 Chevrolet Cruze Limited 2LT

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

2016 Chevrolet Cruze Limited 2LT

Albert Lea, MN

UnscoredInsufficient · 0
$7,912120,656 mi

Albert Lea, MN

2017 Buick LaCrosse Essence

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

2017 Buick LaCrosse Essence

Mason City, IA

UnscoredLimited · 8
$7,995186,116 mi

Comparison: 8 similar vehicles

Mason City, IA

2021 Kia Forte GT-Line

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

2021 Kia Forte GT-Line

Mason City, IA

UnscoredLimited · 5
$7,998220,001 mi

Comparison: 5 similar vehicles

Mason City, IA

2016 Dodge Charger SXT

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

2016 Dodge Charger SXT

Mason City, IA

UnscoredLimited · 13
$7,998220,906 mi

Comparison: 13 similar vehicles

Mason City, IA

2012 BMW 5 Series 535i

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

2012 BMW 5 Series 535i

Mason City, IA

UnscoredInsufficient · 0
$7,998182,790 mi

Mason City, IA

2013 Dodge Dart Rallye

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

2013 Dodge Dart Rallye

Mason City, IA

UnscoredInsufficient · 3
$7,99982,070 mi

Comparison: 3 similar vehicles

Mason City, IA

2011 Chrysler 300 Limited

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

2011 Chrysler 300 Limited

Fort Dodge, IA

UnscoredInsufficient · 0
$8,088142,859 mi

Fort Dodge, IA

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Fort Dodge, IA

UnscoredInsufficient · 4
$8,142113,770 mi

Comparison: 4 similar vehicles

Fort Dodge, IA

2009 Nissan Altima S

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

2009 Nissan Altima S

Fort Dodge, IA

UnscoredLimited · 5
$8,178141,936 mi

Comparison: 5 similar vehicles

Fort Dodge, IA

2009 Toyota Corolla LE

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

2009 Toyota Corolla LE

Clear Lake, IA

Fair PriceLimited · 10
$8,192117,279 mi

Market: $6,250 – $9,348

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Clear Lake, IA

2016 Nissan Altima SR

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

2016 Nissan Altima SR

Clear Lake, IA

UnscoredInsufficient · 4
$8,579131,499 mi

Comparison: 4 similar vehicles

Clear Lake, IA

2017 Chevrolet Sonic Premier

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

2017 Chevrolet Sonic Premier

Albert Lea, MN

UnscoredInsufficient · 0
$8,900108,704 mi

Albert Lea, MN

2019 Kia FORTE LXS

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

2019 Kia FORTE LXS

Iowa Falls, IA

UnscoredLimited · 10
$8,990140,355 mi

Comparison: 10 similar vehicles

Iowa Falls, IA

2009 Mazda MAZDA6 s Touring

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

2009 Mazda MAZDA6 s Touring

Eagle Grove, IA

UnscoredInsufficient · 0
$8,995136,224 mi

Eagle Grove, IA

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Mason City, IA

UnscoredLimited · 11
$9,083177,500 mi

Comparison: 11 similar vehicles

Mason City, IA

2019 Nissan Versa Sedan S

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

2019 Nissan Versa Sedan S

Albert Lea, MN

UnscoredInsufficient · 0
$9,18774,355 mi

Albert Lea, MN

2017 Chevrolet Sonic Premier

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

2017 Chevrolet Sonic Premier

Albert Lea, MN

UnscoredInsufficient · 0
$9,49795,322 mi

Albert Lea, MN

2019 Ford Fiesta S

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

2019 Ford Fiesta S

Albert Lea, MN

UnscoredInsufficient · 4
$9,57869,695 mi

Comparison: 4 similar vehicles

Albert Lea, MN

2017 Chevrolet Cruze Premier

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

2017 Chevrolet Cruze Premier

Albert Lea, MN

UnscoredLimited · 15
$9,976138,764 mi

Comparison: 15 similar vehicles

Albert Lea, MN

2017 Buick LaCrosse Essence

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

2017 Buick LaCrosse Essence

Mason City, IA

UnscoredLimited · 8
$9,995151,117 mi

Comparison: 8 similar vehicles

Mason City, IA

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Mason City, IA

UnscoredLimited · 9
$10,40092,943 mi

Comparison: 9 similar vehicles

Mason City, IA

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Fort Dodge, IA

Fair PriceLimited · 14
$10,545100,167 mi

Market: $4,900 – $16,699

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Fort Dodge, IA

2018 Chevrolet Impala 1LT

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

2018 Chevrolet Impala 1LT

Mason City, IA

UnscoredModerate · 35
$10,704136,362 mi

Comparison: 35 similar vehicles

Mason City, IA

2019 Ford Fiesta SE

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

2019 Ford Fiesta SE

Clarion, IA

OverpricedModerate · 21
$10,90072,557 mi

Market: $5,950 – $9,999

Comparison: 21 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Clarion, IA

2017 Chrysler 200 S

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

2017 Chrysler 200 S

Albert Lea, MN

UnscoredInsufficient · 0
$10,943119,512 mi

Albert Lea, MN

2018 Ford Taurus SEL

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

2018 Ford Taurus SEL

Mason City, IA

UnscoredLimited · 10
$11,175133,686 mi

Comparison: 10 similar vehicles

Mason City, IA

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Mason City, IA

UnscoredLimited · 10
$11,299161,901 mi

Comparison: 10 similar vehicles

Mason City, IA

2010 Toyota Corolla S

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

2010 Toyota Corolla S

Iowa Falls, IA

OverpricedLimited · 17
$11,81571,403 mi

Market: $9,990 – $10,180

Comparison: 17 similar vehicles

Priced ~16% above the typical market range for similar vehicles (based on current market benchmarks)

Iowa Falls, 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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