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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)

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 Ford Escape XLT Popular

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

2003 Ford Escape XLT Popular

Mesa, AZ

UnscoredInsufficient · 0
$1,950229,214 mi

Mesa, AZ

2005 Acura MDX Touring Package

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

2005 Acura MDX Touring Package

Phoenix, AZ

UnscoredInsufficient · 0
$1,995215,065 mi

Phoenix, AZ

2006 Kia Sportage LX

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

2006 Kia Sportage LX

Phoenix, AZ

UnscoredInsufficient · 0
$2,306180,614 mi

Phoenix, AZ

2004 Nissan Armada SE

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

2004 Nissan Armada SE

Casa Grande, AZ

UnscoredInsufficient · 0
$2,500220,862 mi

Casa Grande, AZ

2015 Nissan Pathfinder Platinum

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

2015 Nissan Pathfinder Platinum

Phoenix, AZ

UnscoredInsufficient · 0
$2,899183,961 mi

Phoenix, AZ

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Phoenix, AZ

UnscoredLimited · 8
$2,900132,947 mi

Comparison: 8 similar vehicles

Phoenix, AZ

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Chandler, AZ

UnscoredInsufficient · 4
$2,900303,691 mi

Comparison: 4 similar vehicles

Chandler, AZ

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Phoenix, AZ

UnscoredInsufficient · 3
$2,900164,072 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2013 Ford Escape SE

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

2013 Ford Escape SE

Phoenix, AZ

UnscoredInsufficient · 3
$2,900139,337 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2006 BMW X3 3.0i

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

2006 BMW X3 3.0i

Phoenix, AZ

UnscoredInsufficient · 0
$2,900168,787 mi

Phoenix, AZ

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Chandler, AZ

UnscoredInsufficient · 0
$2,900171,593 mi

Chandler, AZ

2008 BMW X5 4.8i

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

2008 BMW X5 4.8i

Mesa, AZ

UnscoredInsufficient · 0
$2,950160,922 mi

Mesa, AZ

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Phoenix, AZ

UnscoredInsufficient · 0
$2,975188,306 mi

Phoenix, AZ

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Kingman, AZ

UnscoredInsufficient · 0
$2,988261,953 mi

Kingman, AZ

2007 Hyundai Santa Fe Limited

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

2007 Hyundai Santa Fe Limited

Phoenix, AZ

UnscoredInsufficient · 0
$2,995212,667 mi

Phoenix, AZ

2007 Kia Sportage LX

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

2007 Kia Sportage LX

Tucson, AZ

UnscoredInsufficient · 0
$2,999166,537 mi

Tucson, AZ

2007 Hyundai Santa Fe SE

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

2007 Hyundai Santa Fe SE

Mesa, AZ

UnscoredInsufficient · 0
$3,400210,883 mi

Mesa, AZ

2006 Chevrolet Equinox LT

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

2006 Chevrolet Equinox LT

Kingman, AZ

Salvage title
$3,467168,101 mi

Kingman, AZ

2000 Lexus RX 300

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

2000 Lexus RX 300

Tucson, AZ

UnscoredInsufficient · 0
$3,495174,643 mi

Tucson, AZ

2009 Mitsubishi Outlander SE

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

2009 Mitsubishi Outlander SE

Glendale, AZ

UnscoredInsufficient · 0
$3,499213,459 mi

Glendale, AZ

2002 Ford Escape XLT Choice

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

2002 Ford Escape XLT Choice

Casa Grande, AZ

UnscoredInsufficient · 0
$3,499135,560 mi

Casa Grande, AZ

2016 Chevrolet Traverse LS

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

2016 Chevrolet Traverse LS

Phoenix, AZ

UnscoredLimited · 5
$3,500142,922 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2011 Hyundai Tucson GLS

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

2011 Hyundai Tucson GLS

Phoenix, AZ

UnscoredInsufficient · 0
$3,500193,664 mi

Phoenix, AZ

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Phoenix, AZ

UnscoredInsufficient · 3
$3,500228,920 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2008 Acura RDX Base

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

2008 Acura RDX Base

Phoenix, AZ

UnscoredInsufficient · 0
$3,500165,004 mi

Phoenix, AZ

2007 Saturn Outlook XR

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

2007 Saturn Outlook XR

Tucson, AZ

UnscoredInsufficient · 0
$3,500230,000 mi

Tucson, AZ

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Phoenix, AZ

UnscoredInsufficient · 0
$3,500224,977 mi

Phoenix, AZ

2010 Jeep Grand Cherokee Limited

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

2010 Jeep Grand Cherokee Limited

Lake Havasu City, AZ

UnscoredInsufficient · 0
$3,538164,650 mi

Lake Havasu City, AZ

2014 Dodge Journey American Value Package

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

2014 Dodge Journey American Value Package

Mesa, AZ

UnscoredInsufficient · 0
$3,553144,980 mi

Mesa, 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

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Phoenix, AZ

UnscoredInsufficient · 0
$3,599253,648 mi

Phoenix, AZ

2005 GMC Envoy XL SLT

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

2005 GMC Envoy XL SLT

Show Low, AZ

UnscoredInsufficient · 0
$3,630139,339 mi

Show Low, AZ

2006 Subaru B9 Tribeca

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

2006 Subaru B9 Tribeca

Mesa, AZ

UnscoredInsufficient · 0
$3,700212,902 mi

Mesa, AZ

2013 GMC Acadia SLT1

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

2013 GMC Acadia SLT1

Phoenix, AZ

UnscoredLimited · 5
$3,750189,000 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2007 Cadillac SRX Base

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

2007 Cadillac SRX Base

Phoenix, AZ

UnscoredInsufficient · 0
$3,750252,897 mi

Phoenix, AZ

2006 Ford Escape Limited

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

2006 Ford Escape Limited

Phoenix, AZ

UnscoredInsufficient · 0
$3,799142,199 mi

Phoenix, AZ

2009 Hyundai Santa Fe GLS

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

2009 Hyundai Santa Fe GLS

Kingman, AZ

UnscoredInsufficient · 4
$3,888170,616 mi

Comparison: 4 similar vehicles

Kingman, AZ

2019 Dodge Journey SE

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

2019 Dodge Journey SE

Phoenix, AZ

UnscoredModerate · 28
$3,900131,693 mi

Comparison: 28 similar vehicles

Phoenix, AZ

2017 Ford Flex SE

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

2017 Ford Flex SE

Phoenix, AZ

UnscoredInsufficient · 0
$3,900158,110 mi

Phoenix, AZ

2017 FIAT 500X Pop

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

2017 FIAT 500X Pop

Phoenix, AZ

UnscoredInsufficient · 4
$3,90077,492 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2016 Ford Escape SE

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

2016 Ford Escape SE

Phoenix, AZ

UnscoredLimited · 11
$3,900163,142 mi

Comparison: 11 similar vehicles

Phoenix, AZ

2016 Nissan Pathfinder SL

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

2016 Nissan Pathfinder SL

Phoenix, AZ

UnscoredInsufficient · 0
$3,900147,525 mi

Phoenix, AZ

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Phoenix, AZ

UnscoredLimited · 11
$3,900173,604 mi

Comparison: 11 similar vehicles

Phoenix, AZ

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Chandler, AZ

UnscoredLimited · 8
$3,900160,750 mi

Comparison: 8 similar vehicles

Chandler, AZ

2014 Ford Expedition King Ranch

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

2014 Ford Expedition King Ranch

Phoenix, AZ

UnscoredInsufficient · 0
$3,900175,264 mi

Phoenix, AZ

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Phoenix, AZ

UnscoredInsufficient · 3
$3,900170,275 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2013 Chevrolet Captiva Sport 2LS

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

2013 Chevrolet Captiva Sport 2LS

Chandler, AZ

UnscoredInsufficient · 0
$3,900151,793 mi

Chandler, AZ

2013 Kia Sorento EX

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

2013 Kia Sorento EX

Phoenix, AZ

UnscoredInsufficient · 0
$3,900138,686 mi

Phoenix, AZ

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Chandler, AZ

UnscoredInsufficient · 0
$3,900149,389 mi

Chandler, AZ

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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