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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 16, 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

590 listings found

2003 Honda Accord EX

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

2003 Honda Accord EX

Lexington, NE

UnscoredInsufficient · 0
$3,295250,336 mi

Lexington, NE

2008 Pontiac G5 Base

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

2008 Pontiac G5 Base

Fremont, NE

UnscoredInsufficient · 0
$3,344190,000 mi

Fremont, NE

2012 Kia Forte Koup SX

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

2012 Kia Forte Koup SX

Chadron, NE

UnscoredInsufficient · 0
$3,599169,773 mi

Chadron, NE

2001 Honda Accord EX

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

2001 Honda Accord EX

Broken Bow, NE

UnscoredInsufficient · 0
$3,950300,000 mi

Broken Bow, NE

2011 Nissan Altima S

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

2011 Nissan Altima S

Fremont, NE

UnscoredLimited · 12
$4,995192,690 mi

Comparison: 12 similar vehicles

Fremont, NE

2012 Honda Civic EX

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

2012 Honda Civic EX

South Sioux City, NE

UnscoredInsufficient · 4
$4,999161,581 mi

Comparison: 4 similar vehicles

South Sioux City, NE

2004 Dodge Stratus SXT

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

2004 Dodge Stratus SXT

Omaha, NE

UnscoredInsufficient · 0
$4,999129,101 mi

Omaha, NE

2015 Kia Forte Koup EX

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

2015 Kia Forte Koup EX

Omaha, NE

UnscoredInsufficient · 0
$5,087158,713 mi

Omaha, NE

2012 Mercedes-Benz C-Class C350 Sport

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

2012 Mercedes-Benz C-Class C350 Sport

Lexington, NE

UnscoredInsufficient · 0
$5,950147,123 mi

Lexington, NE

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Omaha, NE

UnscoredInsufficient · 0
$6,650128,000 mi

Omaha, NE

2012 Nissan Altima S

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

2012 Nissan Altima S

Papillion, NE

UnscoredInsufficient · 3
$6,900110,645 mi

Comparison: 3 similar vehicles

Papillion, NE

2011 Ford Mustang V6 Premium

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

2011 Ford Mustang V6 Premium

Fremont, NE

UnscoredInsufficient · 0
$6,950211,018 mi

Fremont, NE

2001 Pontiac Grand Am GT1

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

2001 Pontiac Grand Am GT1

Lincoln, NE

UnscoredInsufficient · 0
$6,995181,879 mi

Lincoln, NE

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

Kearney, NE

UnscoredInsufficient · 0
$7,287183,440 mi

Kearney, NE

2004 Ford Mustang Deluxe

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

2004 Ford Mustang Deluxe

Kearney, NE

UnscoredInsufficient · 0
$7,28799,776 mi

Kearney, NE

2012 Honda Civic EX

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

2012 Honda Civic EX

South Sioux City, NE

Salvage title
$7,500100,984 mi

South Sioux City, NE

1999 Ford Mustang Base

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

1999 Ford Mustang Base

Columbus, NE

UnscoredInsufficient · 0
$7,500167,146 mi

Columbus, NE

2006 INFINITI G35 Coupe Base

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

2006 INFINITI G35 Coupe Base

Kearney, NE

UnscoredInsufficient · 0
$7,787130,055 mi

Kearney, NE

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Kearney, NE

UnscoredInsufficient · 0
$7,950134,398 mi

Kearney, NE

2016 Kia Forte Koup EX

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

2016 Kia Forte Koup EX

Scottsbluff, NE

UnscoredInsufficient · 0
$7,99984,516 mi

Scottsbluff, NE

2011 Hyundai Genesis Coupe Grand Touring

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

2011 Hyundai Genesis Coupe Grand Touring

Lincoln, NE

UnscoredInsufficient · 0
$7,999161,862 mi

Lincoln, NE

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Lincoln, NE

Salvage title
$7,99971,100 mi

Lincoln, NE

2006 BMW 6 Series 650i

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

2006 BMW 6 Series 650i

Kearney, NE

UnscoredInsufficient · 0
$8,287133,105 mi

Kearney, NE

2015 Honda Accord EX-L

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

2015 Honda Accord EX-L

South Sioux City, NE

UnscoredInsufficient · 4
$8,500197,126 mi

Comparison: 4 similar vehicles

South Sioux City, NE

2012 Chevrolet Camaro 2LT

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

2012 Chevrolet Camaro 2LT

Lincoln, NE

UnscoredInsufficient · 0
$8,50084,669 mi

Lincoln, NE

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

Lincoln, NE

UnscoredLimited · 9
$8,700122,654 mi

Comparison: 9 similar vehicles

Lincoln, NE

2002 Chevrolet Camaro Base

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

2002 Chevrolet Camaro Base

Fremont, NE

UnscoredInsufficient · 0
$8,75069,898 mi

Fremont, NE

2013 Hyundai Genesis Coupe Base

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

2013 Hyundai Genesis Coupe Base

Dakota City, NE

Salvage title
$8,90076,000 mi

Dakota City, NE

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Tecumseh, NE

UnscoredInsufficient · 0
$8,950136,577 mi

Tecumseh, NE

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Lexington, NE

UnscoredInsufficient · 0
$8,995179,544 mi

Lexington, NE

2011 Honda Civic SI

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

2011 Honda Civic SI

Lexington, NE

UnscoredInsufficient · 0
$8,995214,508 mi

Lexington, NE

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Omaha, NE

UnscoredInsufficient · 0
$8,995210,096 mi

Omaha, NE

2009 INFINITI G Coupe 37 Journey

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

2009 INFINITI G Coupe 37 Journey

Lincoln, NE

UnscoredInsufficient · 0
$8,999166,971 mi

Lincoln, NE

2006 Toyota Camry Solara SLE

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

2006 Toyota Camry Solara SLE

Omaha, NE

UnscoredInsufficient · 0
$9,45051,252 mi

Omaha, NE

2014 Mercedes-Benz C-Class C350 Sport

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

2014 Mercedes-Benz C-Class C350 Sport

Lincoln, NE

UnscoredInsufficient · 0
$9,600112,700 mi

Lincoln, NE

2013 Chevrolet Camaro 1LT

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

2013 Chevrolet Camaro 1LT

South Sioux City, NE

UnscoredInsufficient · 0
$9,600162,669 mi

South Sioux City, NE

2012 Ford Mustang V6 Premium

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

2012 Ford Mustang V6 Premium

North Platte, NE

UnscoredInsufficient · 0
$9,68999,385 mi

North Platte, NE

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Ponca, NE

UnscoredInsufficient · 3
$9,950161,000 mi

Comparison: 3 similar vehicles

Ponca, NE

2011 Chevrolet Camaro 2LS

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

2011 Chevrolet Camaro 2LS

Omaha, NE

UnscoredInsufficient · 0
$9,950105,000 mi

Omaha, NE

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

Lincoln, NE

UnscoredInsufficient · 3
$9,99563,047 mi

Comparison: 3 similar vehicles

Lincoln, NE

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Omaha, NE

UnscoredInsufficient · 3
$9,995129,474 mi

Comparison: 3 similar vehicles

Omaha, NE

2016 Hyundai Genesis Coupe R-Spec

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

2016 Hyundai Genesis Coupe R-Spec

Hastings, NE

UnscoredInsufficient · 0
$9,99975,000 mi

Hastings, NE

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Lincoln, NE

Great DealLimited · 17
$9,99986,819 mi

Market: $11,844 – $23,995

Comparison: 17 similar vehicles

Competitively priced ~16% below the typical range compared to similar vehicles · 27 days listed (based on current market benchmarks)

Lincoln, NE

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

South Sioux City, NE

UnscoredInsufficient · 0
$9,999104,551 mi

South Sioux City, NE

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Kearney, NE

UnscoredInsufficient · 0
$10,287114,427 mi

Kearney, NE

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

South Sioux City, NE

Fair PriceLimited · 11
$10,50097,930 mi

Market: $7,495 – $18,750

Comparison: 11 similar vehicles

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

South Sioux City, NE

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

South Sioux City, NE

UnscoredLimited · 8
$10,900145,421 mi

Comparison: 8 similar vehicles

South Sioux City, NE

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Dakota City, NE

UnscoredInsufficient · 0
$10,900165,000 mi

Dakota City, NE

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

Kearney, NE

UnscoredInsufficient · 0
$10,950129,310 mi

Kearney, NE

2012 Honda Accord EX-L

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

2012 Honda Accord EX-L

Ponca, NE

UnscoredInsufficient · 0
$10,950121,000 mi

Ponca, NE

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 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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