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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 30, 2026

6M+

Unique vehicles analyzed

as of October 30, 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

554 listings found

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Apache Junction, AZ

UnscoredInsufficient · 0
$1,800Mileage not verified

Apache Junction, AZ

2003 Acura MDX Touring Package

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

2003 Acura MDX Touring Package

Mesa, AZ

UnscoredInsufficient · 0
$3,595244,531 mi

Mesa, AZ

2016 Chevrolet Traverse 2LT

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

2016 Chevrolet Traverse 2LT

Apache Junction, AZ

UnscoredInsufficient · 4
$3,950229,769 mi

Comparison: 4 similar vehicles

Apache Junction, AZ

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Apache Junction, AZ

UnscoredInsufficient · 0
$4,995167,134 mi

Apache Junction, AZ

2014 Ford Escape SE

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

2014 Ford Escape SE

Apache Junction, AZ

Unscored
$5,000127,115 mi

Comparison: 9 similar vehicles

Apache Junction, AZ

2008 Mazda Tribute i Sport

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

2008 Mazda Tribute i Sport

Apache Junction, AZ

UnscoredInsufficient · 0
$5,495150,960 mi

Apache Junction, AZ

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Mesa, AZ

UnscoredInsufficient · 0
$5,900159,345 mi

Mesa, AZ

2009 Jeep Commander Limited

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

2009 Jeep Commander Limited

Apache Junction, AZ

UnscoredInsufficient · 0
$5,991131,098 mi

Apache Junction, AZ

2016 Ford Escape SE

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

2016 Ford Escape SE

Apache Junction, AZ

Unscored
$5,995137,777 mi

Comparison: 7 similar vehicles

Apache Junction, AZ

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Apache Junction, AZ

Unscored
$5,995133,206 mi

Comparison: 21 similar vehicles

Apache Junction, AZ

2015 Ford Escape S

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

2015 Ford Escape S

Apache Junction, AZ

UnscoredInsufficient · 0
$5,995167,120 mi

Apache Junction, AZ

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Apache Junction, AZ

UnscoredInsufficient · 0
$5,995145,049 mi

Apache Junction, AZ

2013 Dodge Journey SE

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

2013 Dodge Journey SE

Apache Junction, AZ

Unscored
$5,995131,442 mi

Comparison: 5 similar vehicles

Apache Junction, AZ

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Apache Junction, AZ

Unscored
$5,995129,435 mi

Comparison: 6 similar vehicles

Apache Junction, AZ

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Apache Junction, AZ

UnscoredInsufficient · 0
$5,995185,996 mi

Apache Junction, AZ

2008 Mazda CX-9 Grand Touring

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

2008 Mazda CX-9 Grand Touring

Apache Junction, AZ

UnscoredInsufficient · 0
$5,995158,606 mi

Apache Junction, AZ

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Apache Junction, AZ

UnscoredInsufficient · 0
$5,995110,363 mi

Apache Junction, AZ

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Apache Junction, AZ

UnscoredInsufficient · 0
$5,995153,140 mi

Apache Junction, AZ

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Apache Junction, AZ

UnscoredInsufficient · 0
$5,995171,072 mi

Apache Junction, AZ

2003 Toyota Highlander Base

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

2003 Toyota Highlander Base

Apache Junction, AZ

UnscoredInsufficient · 0
$5,995210,219 mi

Apache Junction, AZ

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Apache Junction, AZ

UnscoredInsufficient · 0
$5,999147,430 mi

Apache Junction, AZ

2007 Toyota Sequoia SR5

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

2007 Toyota Sequoia SR5

Mesa, AZ

UnscoredInsufficient · 0
$6,090297,284 mi

Mesa, AZ

2014 Chevrolet Equinox LTZ

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

2014 Chevrolet Equinox LTZ

Mesa, AZ

UnscoredInsufficient · 0
$6,095180,544 mi

Mesa, AZ

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Mesa, AZ

Great DealLimited · 10
$6,291118,544 mi

Market: $7,500 – $13,795

Comparison: 10 similar vehicles

Competitively priced ~16% below the typical range compared to similar vehicles · 65 days listed (based on current market benchmarks)

Mesa, AZ

2012 INFINITI QX 56

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

2012 INFINITI QX 56

Mesa, AZ

UnscoredInsufficient · 3
$6,453157,880 mi

Comparison: 3 similar vehicles

Mesa, AZ

2016 Ford Flex SE

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

2016 Ford Flex SE

Mesa, AZ

UnscoredInsufficient · 3
$6,491140,888 mi

Comparison: 3 similar vehicles

Mesa, AZ

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Mesa, AZ

UnscoredInsufficient · 0
$6,491103,746 mi

Mesa, AZ

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Mesa, AZ

Fair PriceLimited · 10
$6,491104,387 mi

Market: $4,499 – $10,559

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Mesa, AZ

2012 Buick Enclave Premium

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

2012 Buick Enclave Premium

Mesa, AZ

UnscoredInsufficient · 0
$6,491124,293 mi

Mesa, AZ

2014 Chevrolet Captiva Sport LT

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

2014 Chevrolet Captiva Sport LT

Apache Junction, AZ

UnscoredInsufficient · 0
$6,495117,819 mi

Apache Junction, AZ

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Apache Junction, AZ

UnscoredInsufficient · 4
$6,495153,567 mi

Comparison: 4 similar vehicles

Apache Junction, AZ

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

Apache Junction, AZ

UnscoredInsufficient · 0
$6,495167,194 mi

Apache Junction, AZ

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Apache Junction, AZ

UnscoredInsufficient · 0
$6,495161,961 mi

Apache Junction, AZ

2008 GMC Yukon XL 3SB

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

2008 GMC Yukon XL 3SB

Apache Junction, AZ

UnscoredInsufficient · 0
$6,495197,064 mi

Apache Junction, AZ

2006 Ford Expedition XLT

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

2006 Ford Expedition XLT

Apache Junction, AZ

UnscoredInsufficient · 0
$6,495138,902 mi

Apache Junction, AZ

2006 Nissan Xterra S

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

2006 Nissan Xterra S

Apache Junction, AZ

UnscoredInsufficient · 0
$6,777211,028 mi

Apache Junction, AZ

2014 Nissan Murano SV

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

2014 Nissan Murano SV

Mesa, AZ

UnscoredInsufficient · 3
$6,891109,752 mi

Comparison: 3 similar vehicles

Mesa, AZ

2014 Ford Flex SE

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

2014 Ford Flex SE

Mesa, AZ

UnscoredInsufficient · 0
$6,900134,101 mi

Mesa, AZ

2015 Hyundai Tucson SE

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

2015 Hyundai Tucson SE

Globe, AZ

UnscoredInsufficient · 0
$6,950221,992 mi

Globe, AZ

2019 Chevrolet Trax LT

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

2019 Chevrolet Trax LT

Apache Junction, AZ

Unscored
$6,991126,336 mi

Comparison: 20 similar vehicles

Apache Junction, AZ

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Apache Junction, AZ

UnscoredInsufficient · 4
$6,991101,334 mi

Comparison: 4 similar vehicles

Apache Junction, AZ

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Mesa, AZ

Unscored
$6,991107,794 mi

Comparison: 9 similar vehicles

Mesa, AZ

2014 Hyundai Tucson SE

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

2014 Hyundai Tucson SE

Mesa, AZ

UnscoredInsufficient · 0
$6,991129,511 mi

Mesa, AZ

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Mesa, AZ

Unscored
$6,991121,674 mi

Comparison: 12 similar vehicles

Mesa, AZ

2016 Hyundai Santa Fe Sport

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

2016 Hyundai Santa Fe Sport

Apache Junction, AZ

Unscored
$6,995149,563 mi

Comparison: 11 similar vehicles

Apache Junction, AZ

2014 Hyundai Santa Fe Sport

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

2014 Hyundai Santa Fe Sport

Apache Junction, AZ

Unscored
$6,995161,419 mi

Comparison: 5 similar vehicles

Apache Junction, AZ

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Apache Junction, AZ

UnscoredInsufficient · 0
$6,995132,353 mi

Apache Junction, AZ

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Apache Junction, AZ

UnscoredInsufficient · 0
$6,998123,609 mi

Apache Junction, AZ

2000 Chevrolet Tahoe Base

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

2000 Chevrolet Tahoe Base

Apache Junction, AZ

UnscoredInsufficient · 0
$6,999176,146 mi

Apache Junction, AZ

2010 Acura MDX Advance Package

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

2010 Acura MDX Advance Package

Apache Junction, AZ

UnscoredInsufficient · 0
$7,247186,215 mi

Apache Junction, AZ

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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