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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

208 listings found

2010 BMW 7 Series 750i

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

2010 BMW 7 Series 750i

Boone, IA

UnscoredInsufficient · 0
$3,500149,355 mi

Boone, IA

2002 Buick Century Custom

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

2002 Buick Century Custom

Storm Lake, IA

UnscoredInsufficient · 0
$3,500Mileage not verified

Storm Lake, IA

2000 Chrysler Concorde LXI

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

2000 Chrysler Concorde LXI

Storm Lake, IA

UnscoredInsufficient · 0
$3,500204,849 mi

Storm Lake, IA

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Storm Lake, IA

UnscoredInsufficient · 4
$4,000207,679 mi

Comparison: 4 similar vehicles

Storm Lake, 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

Storm Lake, IA

UnscoredInsufficient · 0
$4,000266,986 mi

Storm Lake, IA

2008 Chevrolet Impala SS

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

2008 Chevrolet Impala SS

Adel, IA

UnscoredInsufficient · 0
$4,990154,714 mi

Adel, IA

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Adel, IA

UnscoredLimited · 12
$4,995145,839 mi

Comparison: 12 similar vehicles

Adel, 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

Boone, IA

UnscoredInsufficient · 4
$5,40096,820 mi

Comparison: 4 similar vehicles

Boone, IA

2001 Volkswagen Jetta GL

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

2001 Volkswagen Jetta GL

Storm Lake, IA

UnscoredInsufficient · 0
$5,500176,356 mi

Storm Lake, IA

2014 Nissan Altima SV

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

2014 Nissan Altima SV

Pocahontas, IA

UnscoredLimited · 5
$5,700191,725 mi

Comparison: 5 similar vehicles

Pocahontas, IA

2009 Toyota Camry Base

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

2009 Toyota Camry Base

Storm Lake, IA

UnscoredInsufficient · 0
$6,000241,311 mi

Storm Lake, IA

2013 Dodge Dart Rallye

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

2013 Dodge Dart Rallye

Storm Lake, IA

UnscoredLimited · 5
$6,250140,114 mi

Comparison: 5 similar vehicles

Storm Lake, IA

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Templeton, IA

UnscoredInsufficient · 0
$6,395171,164 mi

Templeton, IA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Storm Lake, IA

UnscoredModerate · 24
$6,900131,268 mi

Comparison: 24 similar vehicles

Storm Lake, IA

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Audubon, IA

Fair PriceLimited · 14
$6,917117,120 mi

Market: $3,250 – $11,747

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 156 days listed (based on current market benchmarks)

Audubon, IA

2007 Toyota Camry XLE

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

2007 Toyota Camry XLE

Lake City, IA

UnscoredInsufficient · 3
$7,000212,674 mi

Comparison: 3 similar vehicles

Lake City, IA

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Storm Lake, IA

UnscoredModerate · 31
$7,080120,472 mi

Comparison: 31 similar vehicles

Storm Lake, IA

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Harlan, IA

UnscoredLimited · 7
$7,144149,934 mi

Comparison: 7 similar vehicles

Harlan, IA

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Storm Lake, IA

UnscoredInsufficient · 3
$7,250115,672 mi

Comparison: 3 similar vehicles

Storm Lake, IA

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Storm Lake, IA

UnscoredLimited · 12
$7,500181,271 mi

Comparison: 12 similar vehicles

Storm Lake, IA

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Storm Lake, IA

UnscoredLimited · 5
$7,500139,851 mi

Comparison: 5 similar vehicles

Storm Lake, 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

2018 Volkswagen Passat SE

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

2018 Volkswagen Passat SE

Storm Lake, IA

UnscoredInsufficient · 4
$7,900174,935 mi

Comparison: 4 similar vehicles

Storm Lake, IA

2017 Chrysler 200 LX

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

2017 Chrysler 200 LX

Storm Lake, IA

UnscoredLimited · 8
$7,900137,730 mi

Comparison: 8 similar vehicles

Storm Lake, IA

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Storm Lake, IA

UnscoredModerate · 20
$7,900135,734 mi

Comparison: 20 similar vehicles

Storm Lake, IA

2014 Chevrolet Impala 1LZ

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

2014 Chevrolet Impala 1LZ

Storm Lake, IA

UnscoredLimited · 12
$7,900158,047 mi

Comparison: 12 similar vehicles

Storm Lake, IA

2014 Ford Fusion S

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

2014 Ford Fusion S

Storm Lake, IA

UnscoredInsufficient · 0
$7,900116,623 mi

Storm Lake, IA

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Carroll, IA

UnscoredLimited · 8
$7,990164,435 mi

Comparison: 8 similar vehicles

Carroll, IA

2013 Honda Accord Sport

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

2013 Honda Accord Sport

Adel, IA

UnscoredLimited · 7
$7,995163,000 mi

Comparison: 7 similar vehicles

Adel, IA

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Storm Lake, IA

UnscoredLimited · 8
$8,000142,144 mi

Comparison: 8 similar vehicles

Storm Lake, 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

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

Audubon, IA

Fair PriceModerate · 24
$8,155111,110 mi

Market: $4,995 – $12,195

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Audubon, 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

2013 Buick LaCrosse Leather

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

2013 Buick LaCrosse Leather

Templeton, IA

UnscoredInsufficient · 3
$8,29594,380 mi

Comparison: 3 similar vehicles

Templeton, IA

2016 Kia Optima LX

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

2016 Kia Optima LX

Adel, IA

Fair PriceLimited · 11
$8,495108,000 mi

Market: $1,995 – $16,584

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 467 days listed (based on current market benchmarks)

Adel, IA

2015 Hyundai Sonata Limited

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

2015 Hyundai Sonata Limited

Storm Lake, IA

UnscoredLimited · 11
$8,500143,206 mi

Comparison: 11 similar vehicles

Storm Lake, IA

2013 Buick LaCrosse Premium 2

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

2013 Buick LaCrosse Premium 2

Storm Lake, IA

UnscoredInsufficient · 0
$8,500132,554 mi

Storm Lake, IA

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Boone, IA

Fair PriceLimited · 17
$8,879108,010 mi

Market: $4,245 – $11,190

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Boone, IA

2017 Ford Focus SE

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

2017 Ford Focus SE

Carroll, IA

Fair PriceLimited · 10
$8,90073,671 mi

Market: $2,975 – $10,787

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Carroll, IA

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Storm Lake, IA

Fair PriceModerate · 45
$8,900114,210 mi

Market: $3,950 – $14,990

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 143 days listed (based on current market benchmarks)

Storm Lake, IA

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Adel, IA

Fair PriceModerate · 39
$8,99068,428 mi

Market: $2,999 – $13,599

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Adel, IA

2012 Buick LaCrosse Convenience

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

2012 Buick LaCrosse Convenience

Adel, IA

Salvage title
$8,99078,934 mi

Adel, IA

2018 Hyundai Sonata SEL

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

2018 Hyundai Sonata SEL

Adel, IA

UnscoredLimited · 9
$8,995143,000 mi

Comparison: 9 similar vehicles

Adel, IA

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Storm Lake, IA

Salvage title
$9,00087,741 mi

Storm Lake, IA

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Storm Lake, IA

UnscoredModerate · 28
$9,000167,987 mi

Comparison: 28 similar vehicles

Storm Lake, IA

2013 Hyundai Genesis 3.8

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

2013 Hyundai Genesis 3.8

Storm Lake, IA

UnscoredInsufficient · 0
$9,000113,156 mi

Storm Lake, IA

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Storm Lake, IA

Fair PriceModerate · 28
$9,500110,184 mi

Market: $2,999 – $13,599

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Storm Lake, IA

2011 Cadillac CTS Performance Collection

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

2011 Cadillac CTS Performance Collection

Storm Lake, IA

UnscoredInsufficient · 0
$9,500124,164 mi

Storm Lake, IA

2016 Ford Taurus SEL

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

2016 Ford Taurus SEL

Storm Lake, IA

UnscoredLimited · 14
$9,900140,397 mi

Comparison: 14 similar vehicles

Storm Lake, 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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