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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

595 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
$1,985185,176 mi

Cedar Falls, IA

2007 Honda Accord EX

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

2007 Honda Accord EX

Sioux City, IA

UnscoredModerate · 27
$2,500407,936 mi

Comparison: 27 similar vehicles

Sioux City, IA

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Des Moines, IA

UnscoredInsufficient · 0
$2,995155,964 mi

Des Moines, IA

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Council Bluffs, IA

UnscoredInsufficient · 3
$3,988168,544 mi

Comparison: 3 similar vehicles

Council Bluffs, IA

2003 Ford Escort ZX2

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

2003 Ford Escort ZX2

Waterloo, IA

UnscoredInsufficient · 0
$3,995169,233 mi

Waterloo, IA

2000 Pontiac Grand Prix GT

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

2000 Pontiac Grand Prix GT

Waterloo, IA

UnscoredInsufficient · 0
$4,495143,540 mi

Waterloo, IA

2007 Chevrolet Monte Carlo LS

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

2007 Chevrolet Monte Carlo LS

Storm Lake, IA

UnscoredInsufficient · 0
$4,500141,094 mi

Storm Lake, IA

2012 INFINITI G Coupe 37x

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

2012 INFINITI G Coupe 37x

Des Moines, IA

UnscoredInsufficient · 0
$4,950303,935 mi

Des Moines, IA

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Des Moines, IA

UnscoredInsufficient · 4
$4,995226,559 mi

Comparison: 4 similar vehicles

Des Moines, IA

2007 Chevrolet Cobalt SS

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

2007 Chevrolet Cobalt SS

Des Moines, IA

Salvage title
$4,995265,970 mi

Des Moines, IA

2013 Honda Civic LX

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

2013 Honda Civic LX

Des Moines, IA

Salvage title
$5,000191,642 mi

Des Moines, IA

2008 Mitsubishi Eclipse GS

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

2008 Mitsubishi Eclipse GS

Waterloo, IA

UnscoredInsufficient · 0
$5,100147,527 mi

Waterloo, IA

2000 Cadillac Eldorado ESC

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

2000 Cadillac Eldorado ESC

Waterloo, IA

UnscoredInsufficient · 0
$5,400149,368 mi

Waterloo, IA

2009 Ford Mustang Premium

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

2009 Ford Mustang Premium

Onawa, IA

UnscoredInsufficient · 0
$5,675156,914 mi

Onawa, IA

2007 Scion tC Base

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

2007 Scion tC Base

Onawa, IA

UnscoredInsufficient · 0
$5,675148,808 mi

Onawa, IA

2002 Honda Civic EX

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

2002 Honda Civic EX

Waterloo, IA

OverpricedLimited · 11
$5,795230,017 mi

Market: $2,098 – $3,998

Comparison: 11 similar vehicles

Priced ~45% above the typical market range for similar vehicles (based on current market benchmarks)

Waterloo, IA

No Photo

1997 Cadillac Eldorado Base

Manchester, IA

UnscoredInsufficient · 0
$5,850Mileage not verified

Manchester, IA

2009 Audi A5 Base

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

2009 Audi A5 Base

Sioux City, IA

UnscoredInsufficient · 0
$5,950140,361 mi

Sioux City, IA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Des Moines, IA

UnscoredInsufficient · 0
$5,995147,393 mi

Des Moines, IA

1998 Pontiac Firebird Base

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

1998 Pontiac Firebird Base

Fayette, IA

UnscoredInsufficient · 0
$5,995103,006 mi

Fayette, IA

2004 Ford Mustang Standard

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

2004 Ford Mustang Standard

Merrill, IA

UnscoredInsufficient · 0
$6,000165,525 mi

Merrill, IA

2000 Honda Accord EX

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

2000 Honda Accord EX

Pella, IA

UnscoredInsufficient · 0
$6,155149,898 mi

Pella, IA

2007 Mitsubishi Eclipse GT

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

2007 Mitsubishi Eclipse GT

Cedar Rapids, IA

Salvage title
$6,495181,068 mi

Cedar Rapids, IA

2010 Honda Accord EX-L

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

2010 Honda Accord EX-L

Cedar Rapids, IA

Fair PriceLimited · 18
$6,800164,260 mi

Market: $4,495 – $13,338

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Cedar Rapids, IA

2012 Nissan Altima S

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

2012 Nissan Altima S

Onawa, IA

Fair PriceLimited · 12
$6,850124,962 mi

Market: $4,400 – $10,000

Comparison: 12 similar vehicles

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

Onawa, IA

No Photo

2010 Kia Forte Koup EX

Manchester, IA

UnscoredLimited · 6
$6,850112,216 mi

Comparison: 6 similar vehicles

Manchester, IA

2003 Chevrolet Monte Carlo SS

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

2003 Chevrolet Monte Carlo SS

Des Moines, IA

Salvage title
$6,85096,439 mi

Des Moines, IA

2010 Chevrolet Cobalt LS

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

2010 Chevrolet Cobalt LS

Des Moines, IA

Salvage title
$6,888106,355 mi

Des Moines, IA

2005 Pontiac Sunfire Base

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

2005 Pontiac Sunfire Base

Des Moines, IA

Salvage title
$6,88889,924 mi

Des Moines, IA

2013 Ford Mustang V6

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

2013 Ford Mustang V6

Waterloo, IA

UnscoredLimited · 7
$6,995147,675 mi

Comparison: 7 similar vehicles

Waterloo, IA

2012 Mitsubishi Eclipse GS

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

2012 Mitsubishi Eclipse GS

Indianola, IA

UnscoredInsufficient · 0
$6,995133,621 mi

Indianola, IA

2011 Nissan Altima S

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

2011 Nissan Altima S

Indianola, IA

Fair PriceLimited · 12
$6,995130,677 mi

Market: $3,950 – $14,495

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Indianola, IA

2003 Chevrolet Monte Carlo SS

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

2003 Chevrolet Monte Carlo SS

Des Moines, IA

Salvage title
$6,99592,016 mi

Des Moines, IA

2000 Chevrolet Camaro Base

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

2000 Chevrolet Camaro Base

Clinton, IA

UnscoredInsufficient · 0
$6,999126,389 mi

Clinton, IA

2009 Audi A5 Base

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

2009 Audi A5 Base

Des Moines, IA

UnscoredInsufficient · 0
$7,450138,382 mi

Des Moines, IA

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

Des Moines, IA

Salvage title
$7,495182,075 mi

Des Moines, IA

1999 Volvo C70 Base

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

1999 Volvo C70 Base

Iowa City, IA

UnscoredInsufficient · 0
$7,500132,800 mi

Iowa City, IA

2003 Chevrolet Monte Carlo LS

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

2003 Chevrolet Monte Carlo LS

Des Moines, IA

Salvage title
$7,88876,903 mi

Des Moines, IA

2012 MINI Cooper Base

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

2012 MINI Cooper Base

Sioux City, IA

UnscoredInsufficient · 0
$7,90070,373 mi

Sioux City, IA

2012 Honda Accord LX-S

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

2012 Honda Accord LX-S

Onawa, IA

UnscoredInsufficient · 0
$7,975158,269 mi

Onawa, IA

2014 Hyundai Elantra Coupe Base

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

2014 Hyundai Elantra Coupe Base

Onawa, IA

UnscoredInsufficient · 0
$7,99575,930 mi

Onawa, 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

2001 Mitsubishi Eclipse GT

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

2001 Mitsubishi Eclipse GT

Waterloo, IA

UnscoredInsufficient · 0
$7,995Mileage not verified

Waterloo, IA

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Davenport, IA

Fair PriceLimited · 12
$7,999176,719 mi

Market: $3,995 – $19,590

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Davenport, IA

2006 Scion tC Base

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

2006 Scion tC Base

Davenport, IA

UnscoredInsufficient · 0
$8,10069,839 mi

Davenport, 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

Des Moines, IA

UnscoredInsufficient · 0
$8,250116,000 mi

Des Moines, IA

2014 Hyundai Elantra Coupe Base

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

2014 Hyundai Elantra Coupe Base

Des Moines, IA

UnscoredInsufficient · 0
$8,500113,801 mi

Des Moines, IA

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Indianola, IA

Fair PriceLimited · 11
$8,500126,385 mi

Market: $5,399 – $14,500

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Indianola, IA

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Evansdale, IA

UnscoredLimited · 5
$8,80098,000 mi

Comparison: 5 similar vehicles

Evansdale, IA

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Waterloo, IA

UnscoredInsufficient · 0
$8,88365,905 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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