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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

123 listings found

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

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Creston, IA

UnscoredLimited · 6
$4,995175,547 mi

Comparison: 6 similar vehicles

Creston, IA

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Creston, IA

UnscoredInsufficient · 0
$5,995140,660 mi

Creston, IA

2003 Ford Focus SE

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

2003 Ford Focus SE

Creston, IA

UnscoredInsufficient · 0
$5,995139,826 mi

Creston, IA

2015 Ford Fusion Hybrid Titanium

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

2015 Ford Fusion Hybrid Titanium

Red Oak, IA

UnscoredInsufficient · 3
$5,999190,280 mi

Comparison: 3 similar vehicles

Red Oak, IA

2016 Mazda MAZDA6 i Touring

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

2016 Mazda MAZDA6 i Touring

Mcclelland, IA

UnscoredLimited · 9
$6,200176,000 mi

Comparison: 9 similar vehicles

Mcclelland, 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

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

De Soto, IA

Fair PriceLimited · 14
$6,900111,357 mi

Market: $4,500 – $8,582

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

De Soto, IA

2013 Kia Optima EX Hybrid

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

2013 Kia Optima EX Hybrid

Mcclelland, IA

UnscoredInsufficient · 0
$6,900111,000 mi

Mcclelland, 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

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

Waukee, IA

UnscoredLimited · 5
$6,921166,224 mi

Comparison: 5 similar vehicles

Waukee, IA

2009 Nissan Sentra S

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

2009 Nissan Sentra S

Creston, IA

UnscoredLimited · 15
$6,995171,110 mi

Comparison: 15 similar vehicles

Creston, IA

2008 Chevrolet Cobalt Sport

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

2008 Chevrolet Cobalt Sport

Creston, IA

UnscoredInsufficient · 0
$6,995128,679 mi

Creston, 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

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

2011 Mercedes-Benz E-Class E350 Sport

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

2011 Mercedes-Benz E-Class E350 Sport

De Soto, IA

UnscoredInsufficient · 0
$7,900125,865 mi

De Soto, 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

2009 Ford Fusion SE

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

2009 Ford Fusion SE

Winterset, IA

UnscoredInsufficient · 0
$7,995162,225 mi

Winterset, 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

2010 Honda Civic LX

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

2010 Honda Civic LX

De Soto, IA

UnscoredLimited · 5
$8,250134,675 mi

Comparison: 5 similar vehicles

De Soto, 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

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

De Soto, IA

UnscoredInsufficient · 0
$8,80048,000 mi

De Soto, 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

2016 Nissan Altima SL

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

2016 Nissan Altima SL

De Soto, IA

UnscoredLimited · 5
$8,90060,810 mi

Comparison: 5 similar vehicles

De Soto, 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

2015 Dodge Dart SE

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

2015 Dodge Dart SE

Winterset, IA

UnscoredLimited · 5
$8,995154,803 mi

Comparison: 5 similar vehicles

Winterset, IA

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Winterset, IA

UnscoredLimited · 11
$8,995155,257 mi

Comparison: 11 similar vehicles

Winterset, IA

2018 Hyundai Sonata SEL

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

2018 Hyundai Sonata SEL

De Soto, IA

UnscoredLimited · 9
$9,20076,000 mi

Comparison: 9 similar vehicles

De Soto, IA

2019 Toyota Corolla LE

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

2019 Toyota Corolla LE

Mcclelland, IA

Great DealLimited · 15
$9,60064,060 mi

Market: $10,995 – $18,100

Comparison: 15 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 65 days listed (based on current market benchmarks)

Mcclelland, IA

2015 Nissan Altima S

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

2015 Nissan Altima S

Adel, IA

Salvage title
$9,90066,460 mi

Adel, IA

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Winterset, IA

UnscoredLimited · 9
$9,995188,776 mi

Comparison: 9 similar vehicles

Winterset, IA

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Creston, IA

UnscoredInsufficient · 0
$9,99576,846 mi

Creston, IA

2014 Toyota Corolla S Plus

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

2014 Toyota Corolla S Plus

De Soto, IA

UnscoredLimited · 8
$9,999148,820 mi

Comparison: 8 similar vehicles

De Soto, IA

2015 Chrysler 200 C

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

2015 Chrysler 200 C

Lake City, IA

UnscoredLimited · 10
$10,000144,025 mi

Comparison: 10 similar vehicles

Lake City, IA

2014 Honda Accord EX-L

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

2014 Honda Accord EX-L

De Soto, IA

UnscoredLimited · 12
$10,200125,000 mi

Comparison: 12 similar vehicles

De Soto, IA

2016 Honda Civic LX

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

2016 Honda Civic LX

Mcclelland, IA

UnscoredLimited · 8
$10,50063,710 mi

Comparison: 8 similar vehicles

Mcclelland, IA

2012 Cadillac CTS Sport Sedan Base

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

2012 Cadillac CTS Sport Sedan Base

Audubon, IA

UnscoredInsufficient · 0
$10,60468,771 mi

Audubon, IA

2022 Hyundai Elantra SEL

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

2022 Hyundai Elantra SEL

De Soto, IA

UnscoredLimited · 6
$10,90033,158 mi

Comparison: 6 similar vehicles

De Soto, IA

2016 Nissan Altima SL

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

2016 Nissan Altima SL

Templeton, IA

Salvage title
$10,900104,780 mi

Templeton, IA

2019 Hyundai Elantra SE

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

2019 Hyundai Elantra SE

Denison, IA

UnscoredInsufficient · 3
$11,04593,124 mi

Comparison: 3 similar vehicles

Denison, IA

2016 Toyota Camry Special Edition

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

2016 Toyota Camry Special Edition

Mcclelland, IA

UnscoredLimited · 5
$11,40085,438 mi

Comparison: 5 similar vehicles

Mcclelland, IA

2019 Kia FORTE LXS

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

2019 Kia FORTE LXS

Waukee, IA

UnscoredLimited · 6
$11,48791,192 mi

Comparison: 6 similar vehicles

Waukee, IA

2013 Acura TSX Base

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

2013 Acura TSX Base

Carroll, IA

UnscoredInsufficient · 0
$11,838138,447 mi

Carroll, IA

2019 Honda Civic LX

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

2019 Honda Civic LX

Mcclelland, IA

Fair PriceLimited · 13
$11,90078,112 mi

Market: $9,500 – $19,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Mcclelland, IA

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Adel, IA

UnscoredInsufficient · 4
$11,99572,845 mi

Comparison: 4 similar vehicles

Adel, 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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