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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

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

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Houston, TX

UnscoredLimited · 6
$1,299226,901 mi

Comparison: 6 similar vehicles

Houston, TX

2005 Chevrolet Equinox LS

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

2005 Chevrolet Equinox LS

Houston, TX

UnscoredInsufficient · 3
$1,399300,399 mi

Comparison: 3 similar vehicles

Houston, TX

2004 BMW X3 2.5i

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

2004 BMW X3 2.5i

Houston, TX

Salvage title
$1,499181,946 mi

Houston, TX

2016 Kia Sportage LX

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

2016 Kia Sportage LX

Abilene, TX

UnscoredLimited · 8
$1,500193,134 mi

Comparison: 8 similar vehicles

Abilene, TX

2014 Ford Escape SE

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

2014 Ford Escape SE

Abilene, TX

UnscoredModerate · 34
$1,500133,337 mi

Comparison: 34 similar vehicles

Abilene, TX

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Pasadena, TX

UnscoredLimited · 9
$1,500Mileage not verified

Comparison: 9 similar vehicles

Pasadena, TX

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Pasadena, TX

UnscoredLimited · 9
$1,500Mileage not verified

Comparison: 9 similar vehicles

Pasadena, TX

2011 Honda Pilot EX-L

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

2011 Honda Pilot EX-L

Abilene, TX

UnscoredLimited · 6
$1,500181,955 mi

Comparison: 6 similar vehicles

Abilene, TX

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Abilene, TX

UnscoredLimited · 11
$1,500169,812 mi

Comparison: 11 similar vehicles

Abilene, TX

2008 Honda CR-V EX-L

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

2008 Honda CR-V EX-L

Abilene, TX

Fair PriceLimited · 11
$1,500164,815 mi

Market: $1,500 – $8,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Abilene, TX

2008 Honda CR-V EX-L

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

2008 Honda CR-V EX-L

Abilene, TX

UnscoredLimited · 11
$1,500170,088 mi

Comparison: 11 similar vehicles

Abilene, TX

2008 Honda CR-V EX-L

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

2008 Honda CR-V EX-L

Abilene, TX

UnscoredLimited · 11
$1,500185,288 mi

Comparison: 11 similar vehicles

Abilene, TX

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Houston, TX

Salvage title
$1,599211,638 mi

Houston, TX

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Houston, TX

UnscoredLimited · 6
$1,599179,595 mi

Comparison: 6 similar vehicles

Houston, TX

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Houston, TX

UnscoredLimited · 8
$1,599305,559 mi

Comparison: 8 similar vehicles

Houston, TX

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Houston, TX

UnscoredLimited · 6
$1,599244,230 mi

Comparison: 6 similar vehicles

Houston, TX

2018 Ford Escape SE

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

2018 Ford Escape SE

Abilene, TX

UnscoredRobust · 60
$1,650160,131 mi

Comparison: 60 similar vehicles

Abilene, TX

2016 Ford Escape SE

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

2016 Ford Escape SE

Abilene, TX

UnscoredModerate · 33
$1,650168,355 mi

Comparison: 33 similar vehicles

Abilene, TX

2013 Dodge Durango Crew

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

2013 Dodge Durango Crew

Abilene, TX

UnscoredInsufficient · 4
$1,650179,515 mi

Comparison: 4 similar vehicles

Abilene, TX

2005 Chevrolet Equinox LT

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

2005 Chevrolet Equinox LT

Houston, TX

UnscoredInsufficient · 0
$1,650182,534 mi

Houston, TX

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Houston, TX

UnscoredLimited · 6
$1,699299,637 mi

Comparison: 6 similar vehicles

Houston, TX

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Houston, TX

UnscoredInsufficient · 3
$1,699168,147 mi

Comparison: 3 similar vehicles

Houston, TX

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Dallas, TX

UnscoredLimited · 5
$1,750215,200 mi

Comparison: 5 similar vehicles

Dallas, TX

2007 Nissan Murano S

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

2007 Nissan Murano S

Houston, TX

UnscoredInsufficient · 4
$1,799173,418 mi

Comparison: 4 similar vehicles

Houston, TX

2003 Jeep Liberty Renegade

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

2003 Jeep Liberty Renegade

Houston, TX

UnscoredInsufficient · 0
$1,799206,832 mi

Houston, TX

2013 Ford Explorer Base

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

2013 Ford Explorer Base

Pasadena, TX

UnscoredInsufficient · 4
$1,800Mileage not verified

Comparison: 4 similar vehicles

Pasadena, TX

2009 Saturn VUE XE

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

2009 Saturn VUE XE

Houston, TX

UnscoredInsufficient · 0
$1,850105,428 mi

Houston, TX

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Houston, TX

UnscoredInsufficient · 4
$1,899233,205 mi

Comparison: 4 similar vehicles

Houston, TX

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Houston, TX

UnscoredInsufficient · 0
$1,899206,620 mi

Houston, TX

2014 Dodge Journey SE

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

2014 Dodge Journey SE

La Porte, TX

UnscoredLimited · 5
$1,995210,740 mi

Comparison: 5 similar vehicles

La Porte, TX

No Photo

2011 Kia Sorento EX

Bonham, TX

UnscoredInsufficient · 4
$1,995260,411 mi

Comparison: 4 similar vehicles

Bonham, TX

2010 Hyundai Veracruz Limited

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

2010 Hyundai Veracruz Limited

San Antonio, TX

UnscoredInsufficient · 0
$1,995179,161 mi

San Antonio, TX

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Terrell, TX

UnscoredInsufficient · 0
$1,995200,000 mi

Terrell, TX

2012 Buick Enclave Premium

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

2012 Buick Enclave Premium

Houston, TX

UnscoredLimited · 5
$1,999251,025 mi

Comparison: 5 similar vehicles

Houston, TX

No Photo

2012 Kia Sorento LX

Houston, TX

UnscoredInsufficient · 3
$1,999254,614 mi

Comparison: 3 similar vehicles

Houston, TX

2003 Ford Expedition XLT Value

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

2003 Ford Expedition XLT Value

Houston, TX

UnscoredInsufficient · 0
$1,999270,446 mi

Houston, TX

2002 Jeep Grand Cherokee LAREDO

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

2002 Jeep Grand Cherokee LAREDO

Houston, TX

Salvage title
$1,999203,000 mi

Houston, TX

2001 Chevrolet Tahoe Base

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

2001 Chevrolet Tahoe Base

Houston, TX

UnscoredLimited · 6
$1,999268,389 mi

Comparison: 6 similar vehicles

Houston, TX

2000 Chevrolet Tahoe Base

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

2000 Chevrolet Tahoe Base

Houston, TX

UnscoredInsufficient · 3
$1,999262,672 mi

Comparison: 3 similar vehicles

Houston, TX

2010 Ford Explorer Eddie Bauer

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

2010 Ford Explorer Eddie Bauer

Houston, TX

UnscoredInsufficient · 0
$2,000178,792 mi

Houston, TX

2009 Ford Flex SEL

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

2009 Ford Flex SEL

Donna, TX

UnscoredInsufficient · 0
$2,000Mileage not verified

Donna, TX

2007 Chevrolet Tahoe LS

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

2007 Chevrolet Tahoe LS

Pasadena, TX

UnscoredLimited · 6
$2,000Mileage not verified

Comparison: 6 similar vehicles

Pasadena, TX

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Houston, TX

UnscoredLimited · 8
$2,199209,830 mi

Comparison: 8 similar vehicles

Houston, TX

2014 Kia Sportage LX

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

2014 Kia Sportage LX

Houston, TX

UnscoredInsufficient · 3
$2,250150,512 mi

Comparison: 3 similar vehicles

Houston, TX

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Houston, TX

UnscoredLimited · 16
$2,250196,303 mi

Comparison: 16 similar vehicles

Houston, TX

2011 Nissan Armada Platinum

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

2011 Nissan Armada Platinum

Abilene, TX

UnscoredInsufficient · 0
$2,250161,902 mi

Abilene, TX

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Houston, TX

UnscoredLimited · 6
$2,299168,248 mi

Comparison: 6 similar vehicles

Houston, TX

2014 Nissan Murano SL

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

2014 Nissan Murano SL

San Antonio, TX

UnscoredLimited · 10
$2,300160,000 mi

Comparison: 10 similar vehicles

San Antonio, TX

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Houston, TX

UnscoredInsufficient · 4
$2,350196,956 mi

Comparison: 4 similar vehicles

Houston, TX

2007 Suzuki XL7 Luxury

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

2007 Suzuki XL7 Luxury

Dallas, TX

UnscoredInsufficient · 0
$2,350199,592 mi

Dallas, TX

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 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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