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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

50,000+ listings found(add a location or filter to narrow results)

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Hollywood, FL

UnscoredLimited · 5
$1,350185,001 mi

Comparison: 5 similar vehicles

Hollywood, FL

2010 Kia Forte EX

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

2010 Kia Forte EX

Oakland Park, FL

UnscoredInsufficient · 3
$1,350242,057 mi

Comparison: 3 similar vehicles

Oakland Park, FL

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Oakland Park, FL

UnscoredLimited · 10
$1,550158,936 mi

Comparison: 10 similar vehicles

Oakland Park, FL

2010 Hyundai Accent GS

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

2010 Hyundai Accent GS

Hollywood, FL

UnscoredLimited · 5
$1,599107,444 mi

Comparison: 5 similar vehicles

Hollywood, FL

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Pompano Beach, FL

UnscoredInsufficient · 0
$1,599152,292 mi

Pompano Beach, FL

1997 Honda Civic

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

1997 Honda Civic

Davie, FL

UnscoredInsufficient · 0
$1,600179,635 mi

Davie, FL

1993 Mazda B2600

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

1993 Mazda B2600

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,600Mileage not verified

Fort Lauderdale, FL

1990 Mercedes-Benz 300

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

1990 Mercedes-Benz 300

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,600Mileage not verified

Fort Lauderdale, FL

1988 Mercedes-Benz 300

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

1988 Mercedes-Benz 300

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,600103,249 mi

Fort Lauderdale, FL

2007 Mazda CX-7 Touring

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

2007 Mazda CX-7 Touring

Margate, FL

UnscoredInsufficient · 3
$1,750Mileage not verified

Comparison: 3 similar vehicles

Margate, FL

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Hialeah, FL

UnscoredInsufficient · 4
$1,790106,273 mi

Comparison: 4 similar vehicles

Hialeah, FL

2010 Hyundai Elantra Touring SE

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

2010 Hyundai Elantra Touring SE

Plantation, FL

UnscoredInsufficient · 3
$1,800244,287 mi

Comparison: 3 similar vehicles

Plantation, FL

2009 Honda Odyssey EX-L

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

2009 Honda Odyssey EX-L

Oakland Park, FL

UnscoredLimited · 8
$1,800217,140 mi

Comparison: 8 similar vehicles

Oakland Park, FL

2000 Mercury Grand Marquis LS

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

2000 Mercury Grand Marquis LS

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,800Mileage not verified

Fort Lauderdale, FL

1991 Mercedes-Benz 350

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

1991 Mercedes-Benz 350

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,800Mileage not verified

Fort Lauderdale, FL

2007 Chevrolet TrailBlazer LS

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

2007 Chevrolet TrailBlazer LS

Pompano Beach, FL

UnscoredInsufficient · 0
$1,899127,148 mi

Pompano Beach, FL

2004 BMW 3 Series 325

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

2004 BMW 3 Series 325

Miami, FL

UnscoredLimited · 5
$1,899Mileage not verified

Comparison: 5 similar vehicles

Miami, FL

2013 Hyundai Accent GLS

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

2013 Hyundai Accent GLS

Hialeah, FL

Salvage title
$1,900181,656 mi

Hialeah, FL

2006 Volvo S60 2.5T

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

2006 Volvo S60 2.5T

Pompano Beach, FL

UnscoredInsufficient · 0
$1,900120,675 mi

Pompano Beach, FL

1989 Toyota Cressida

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

1989 Toyota Cressida

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,900199,680 mi

Fort Lauderdale, FL

2003 Chevrolet Silverado 1500 Base

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

2003 Chevrolet Silverado 1500 Base

Pompano Beach, FL

UnscoredInsufficient · 0
$1,950Mileage not verified

Pompano Beach, FL

2008 Saab 9-5 Base

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

2008 Saab 9-5 Base

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,990260,000 mi

Fort Lauderdale, FL

2010 Ford Focus SE

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

2010 Ford Focus SE

Miami, FL

UnscoredInsufficient · 3
$1,995Mileage not verified

Comparison: 3 similar vehicles

Miami, FL

2007 Honda Civic LX

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

2007 Honda Civic LX

Davie, FL

UnscoredInsufficient · 3
$1,995220,635 mi

Comparison: 3 similar vehicles

Davie, FL

2006 Honda Civic LX

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

2006 Honda Civic LX

Plantation, FL

UnscoredInsufficient · 4
$1,995196,555 mi

Comparison: 4 similar vehicles

Plantation, FL

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Fort Lauderdale, FL

UnscoredInsufficient · 4
$1,999148,000 mi

Comparison: 4 similar vehicles

Fort Lauderdale, FL

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Pompano Beach, FL

UnscoredModerate · 24
$1,999193,876 mi

Comparison: 24 similar vehicles

Pompano Beach, FL

2010 Honda Civic LX

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

2010 Honda Civic LX

Hollywood, FL

UnscoredLimited · 13
$1,999230,035 mi

Comparison: 13 similar vehicles

Hollywood, FL

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Davie, FL

UnscoredInsufficient · 0
$1,999216,395 mi

Davie, FL

2004 Acura MDX Touring Package

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

2004 Acura MDX Touring Package

Miami, FL

UnscoredInsufficient · 0
$1,999173,308 mi

Miami, FL

1997 Jaguar XJ Series XJ6

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

1997 Jaguar XJ Series XJ6

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,99988,000 mi

Fort Lauderdale, FL

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Oakland Park, FL

UnscoredLimited · 6
$2,000177,383 mi

Comparison: 6 similar vehicles

Oakland Park, FL

2004 Cadillac Escalade ESV

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

2004 Cadillac Escalade ESV

Hollywood, FL

UnscoredInsufficient · 0
$2,000183,711 mi

Hollywood, FL

2006 MINI Cooper S

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

2006 MINI Cooper S

Pompano Beach, FL

UnscoredInsufficient · 0
$2,098Mileage not verified

Pompano Beach, FL

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Pompano Beach, FL

UnscoredInsufficient · 0
$2,099108,220 mi

Pompano Beach, FL

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Pompano Beach, FL

UnscoredInsufficient · 0
$2,155275,475 mi

Pompano Beach, FL

2012 Nissan Altima S

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

2012 Nissan Altima S

Pompano Beach, FL

Salvage title
$2,199157,130 mi

Pompano Beach, FL

2008 Acura TL Base

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

2008 Acura TL Base

Pompano Beach, FL

Salvage title
$2,199185,212 mi

Pompano Beach, FL

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Oakland Park, FL

Fair PriceLimited · 13
$2,250205,878 mi

Market: $1,984 – $9,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Oakland Park, FL

2007 Nissan Versa S

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

2007 Nissan Versa S

Miami, FL

UnscoredInsufficient · 4
$2,250189,135 mi

Comparison: 4 similar vehicles

Miami, FL

2006 Kia Rio LX

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

2006 Kia Rio LX

Pompano Beach, FL

UnscoredInsufficient · 0
$2,29581,154 mi

Pompano Beach, FL

2013 Kia Rio EX

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

2013 Kia Rio EX

Oakland Park, FL

UnscoredInsufficient · 0
$2,300245,402 mi

Oakland Park, FL

2006 Chevrolet Impala LS

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

2006 Chevrolet Impala LS

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300Mileage not verified

Fort Lauderdale, FL

2005 Kia Amanti Base

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

2005 Kia Amanti Base

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300Mileage not verified

Fort Lauderdale, FL

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300Mileage not verified

Fort Lauderdale, FL

2002 Lexus ES 300

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

2002 Lexus ES 300

Oakland Park, FL

UnscoredInsufficient · 0
$2,300277,955 mi

Oakland Park, FL

1987 Chevrolet Nova

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

1987 Chevrolet Nova

Fort Lauderdale, FL

UnscoredInsufficient · 0
$2,300Mileage not verified

Fort Lauderdale, FL

2017 Dodge Grand Caravan SE

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

2017 Dodge Grand Caravan SE

Miami, FL

UnscoredLimited · 6
$2,388144,377 mi

Comparison: 6 similar vehicles

Miami, FL

2011 Volkswagen Tiguan S

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

2011 Volkswagen Tiguan S

Hialeah, FL

UnscoredInsufficient · 0
$2,390154,091 mi

Hialeah, FL

2012 Hyundai Elantra Limited

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

2012 Hyundai Elantra Limited

Hollywood, FL

UnscoredInsufficient · 3
$2,399169,752 mi

Comparison: 3 similar vehicles

Hollywood, FL

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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