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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

172 listings found

2008 Pontiac G5 Base

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

2008 Pontiac G5 Base

Cedar Falls, IA

UnscoredInsufficient · 0
$1,885185,176 mi

Cedar Falls, IA

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Des Moines, IA

UnscoredInsufficient · 0
$2,999173,096 mi

Des Moines, IA

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Pleasant Hill, IA

UnscoredInsufficient · 0
$7,995142,396 mi

Pleasant Hill, IA

2008 Honda Civic LX

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

2008 Honda Civic LX

Ames, IA

UnscoredInsufficient · 3
$8,378106,327 mi

Comparison: 3 similar vehicles

Ames, IA

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Boone, IA

UnscoredInsufficient · 0
$9,47871,155 mi

Boone, IA

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Fort Dodge, IA

UnscoredInsufficient · 0
$9,900155,282 mi

Fort Dodge, IA

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Des Moines, IA

UnscoredLimited · 7
$11,579161,152 mi

Comparison: 7 similar vehicles

Des Moines, IA

2014 Ford Mustang V6 Premium

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

2014 Ford Mustang V6 Premium

Des Moines, IA

Fair PriceLimited · 11
$12,125104,937 mi

Market: $8,700 – $15,108

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Des Moines, IA

2002 Cadillac Eldorado ETC

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

2002 Cadillac Eldorado ETC

Boone, IA

UnscoredInsufficient · 0
$12,17052,507 mi

Boone, IA

2016 Hyundai Genesis Coupe Base

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

2016 Hyundai Genesis Coupe Base

Des Moines, IA

UnscoredInsufficient · 0
$12,44181,677 mi

Des Moines, IA

2008 Ford Mustang GT Deluxe

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

2008 Ford Mustang GT Deluxe

Ames, IA

Salvage title
$13,40852,380 mi

Ames, IA

2013 Chevrolet Camaro 2LS

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

2013 Chevrolet Camaro 2LS

Cedar Falls, IA

UnscoredInsufficient · 0
$13,54564,157 mi

Cedar Falls, IA

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Boone, IA

UnscoredLimited · 5
$13,679133,942 mi

Comparison: 5 similar vehicles

Boone, IA

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Urbandale, IA

UnscoredInsufficient · 0
$13,75072,318 mi

Urbandale, IA

2013 Ford Mustang V6 Premium

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

2013 Ford Mustang V6 Premium

Pleasant Hill, IA

UnscoredInsufficient · 3
$13,99582,101 mi

Comparison: 3 similar vehicles

Pleasant Hill, IA

2012 Chevrolet Camaro 2LT

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

2012 Chevrolet Camaro 2LT

Cedar Falls, IA

UnscoredInsufficient · 0
$14,21856,033 mi

Cedar Falls, IA

2015 Chevrolet Camaro 2LT

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

2015 Chevrolet Camaro 2LT

Urbandale, IA

UnscoredInsufficient · 4
$14,49593,724 mi

Comparison: 4 similar vehicles

Urbandale, IA

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Eagle Grove, IA

UnscoredInsufficient · 0
$15,495130,719 mi

Eagle Grove, IA

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Des Moines, IA

UnscoredLimited · 7
$15,66499,742 mi

Comparison: 7 similar vehicles

Des Moines, IA

2007 Ford Mustang GT Premium

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

2007 Ford Mustang GT Premium

Boone, IA

UnscoredInsufficient · 0
$15,759122,263 mi

Boone, IA

2015 Subaru BRZ Limited

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

2015 Subaru BRZ Limited

Waterloo, IA

UnscoredInsufficient · 0
$15,90074,728 mi

Waterloo, IA

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Boone, IA

UnscoredLimited · 6
$15,99985,958 mi

Comparison: 6 similar vehicles

Boone, IA

2009 Dodge Challenger R/T

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

2009 Dodge Challenger R/T

Newton, IA

UnscoredInsufficient · 0
$16,00066,608 mi

Newton, IA

2006 Pontiac GTO Base

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

2006 Pontiac GTO Base

Cedar Falls, IA

UnscoredLimited · 12
$16,025130,943 mi

Comparison: 12 similar vehicles

Cedar Falls, IA

2005 Ford Mustang GT Premium

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

2005 Ford Mustang GT Premium

Waterloo, IA

UnscoredInsufficient · 0
$16,90014,433 mi

Waterloo, IA

2013 BMW 1 Series 135i

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

2013 BMW 1 Series 135i

Waterloo, IA

UnscoredInsufficient · 0
$17,97970,736 mi

Waterloo, IA

2019 Chevrolet Camaro 1LT

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

2019 Chevrolet Camaro 1LT

Boone, IA

UnscoredInsufficient · 0
$18,67989,377 mi

Boone, IA

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Eagle Grove, IA

Fair PriceLimited · 11
$18,99566,124 mi

Market: $16,675 – $18,998

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Eagle Grove, IA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Iowa Falls, IA

UnscoredInsufficient · 4
$19,250Mileage not verified

Comparison: 4 similar vehicles

Iowa Falls, IA

2018 Dodge Challenger GT

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

2018 Dodge Challenger GT

Pleasant Hill, IA

UnscoredInsufficient · 4
$19,99595,586 mi

Comparison: 4 similar vehicles

Pleasant Hill, IA

2014 Ford Mustang GT Premium

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

2014 Ford Mustang GT Premium

Des Moines, IA

UnscoredLimited · 6
$19,99562,449 mi

Comparison: 6 similar vehicles

Des Moines, IA

2002 Porsche 911 Carrera

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

2002 Porsche 911 Carrera

Des Moines, IA

UnscoredInsufficient · 0
$19,999148,380 mi

Des Moines, IA

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Fort Dodge, IA

UnscoredInsufficient · 0
$20,63858,191 mi

Fort Dodge, IA

2022 Chevrolet Camaro 1LT

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

2022 Chevrolet Camaro 1LT

Pleasant Hill, IA

UnscoredInsufficient · 0
$21,68050,301 mi

Pleasant Hill, IA

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Pleasant Hill, IA

UnscoredInsufficient · 0
$22,40214,350 mi

Pleasant Hill, IA

2004 Chevrolet Corvette Base

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

2004 Chevrolet Corvette Base

Cedar Falls, IA

UnscoredInsufficient · 0
$22,50029,921 mi

Cedar Falls, IA

2007 Chevrolet Corvette Base

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

2007 Chevrolet Corvette Base

Waterloo, IA

Fair PriceModerate · 24
$22,90077,101 mi

Market: $20,631 – $30,212

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 153 days listed (based on current market benchmarks)

Waterloo, IA

2011 Chevrolet Camaro 2SS

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

2011 Chevrolet Camaro 2SS

Eagle Grove, IA

UnscoredInsufficient · 0
$23,99579,480 mi

Eagle Grove, IA

2003 Chevrolet Corvette Base

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

2003 Chevrolet Corvette Base

Waterloo, IA

Fair PriceLimited · 10
$24,67941,300 mi

Market: $22,303 – $29,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Waterloo, IA

2014 Ford Mustang GT Premium

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

2014 Ford Mustang GT Premium

Newton, IA

UnscoredInsufficient · 4
$24,78579,249 mi

Comparison: 4 similar vehicles

Newton, IA

2006 Chevrolet Corvette Base

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

2006 Chevrolet Corvette Base

Waterloo, IA

UnscoredInsufficient · 0
$26,97933,555 mi

Waterloo, IA

2015 Chevrolet Camaro 2SS

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

2015 Chevrolet Camaro 2SS

Fort Dodge, IA

UnscoredInsufficient · 0
$26,98848,749 mi

Fort Dodge, IA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Granger, IA

Fair PriceLimited · 18
$29,059Mileage not verified

Market: $29,908 – $39,764

Comparison: 18 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 369 days listed (based on current market benchmarks)

Granger, IA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Story City, IA

Fair PriceLimited · 15
$29,908735 mi

Market: $19,250 – $41,586

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 295 days listed (based on current market benchmarks)

Story City, IA

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Waterloo, IA

UnscoredInsufficient · 0
$29,97911,272 mi

Waterloo, IA

1999 Pontiac Firebird TRANS AM

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

1999 Pontiac Firebird TRANS AM

Waterloo, IA

UnscoredInsufficient · 0
$29,97951,649 mi

Waterloo, IA

1999 Pontiac Firebird TRANS AM

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

1999 Pontiac Firebird TRANS AM

Waterloo, IA

UnscoredInsufficient · 0
$29,97944,984 mi

Waterloo, IA

2021 Chevrolet Camaro LT1

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

2021 Chevrolet Camaro LT1

Fort Dodge, IA

UnscoredInsufficient · 0
$30,01870,527 mi

Fort Dodge, IA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Ames, IA

Fair PriceLimited · 15
$30,937Mileage not verified

Market: $29,059 – $39,764

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 266 days listed (based on current market benchmarks)

Ames, IA

2003 Chevrolet Corvette Z06

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

2003 Chevrolet Corvette Z06

Waterloo, IA

UnscoredInsufficient · 0
$31,59452,598 mi

Waterloo, 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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