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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)

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

2012 Hyundai Elantra Limited

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

2012 Hyundai Elantra Limited

Phoenix, AZ

UnscoredInsufficient · 0
$2,495205,782 mi

Phoenix, AZ

2008 Volkswagen Jetta SEL

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

2008 Volkswagen Jetta SEL

Phoenix, AZ

UnscoredInsufficient · 0
$2,495240,303 mi

Phoenix, AZ

2013 Ford Focus SE

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

2013 Ford Focus SE

Phoenix, AZ

UnscoredInsufficient · 3
$2,500142,174 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2010 Chrysler PT Cruiser Classic

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

2010 Chrysler PT Cruiser Classic

Phoenix, AZ

UnscoredInsufficient · 0
$2,50084,226 mi

Phoenix, AZ

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Phoenix, AZ

UnscoredLimited · 11
$2,500155,871 mi

Comparison: 11 similar vehicles

Phoenix, AZ

2006 Nissan Altima S

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

2006 Nissan Altima S

Phoenix, AZ

UnscoredInsufficient · 0
$2,500137,337 mi

Phoenix, AZ

2014 Ford Focus SE

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

2014 Ford Focus SE

Phoenix, AZ

UnscoredLimited · 15
$2,695218,597 mi

Comparison: 15 similar vehicles

Phoenix, AZ

2008 Mercury Grand Marquis LS

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

2008 Mercury Grand Marquis LS

Chandler, AZ

UnscoredLimited · 8
$2,699235,660 mi

Comparison: 8 similar vehicles

Chandler, AZ

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Phoenix, AZ

UnscoredInsufficient · 0
$2,800125,723 mi

Phoenix, 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

2017 Dodge Grand Caravan SXT

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

2017 Dodge Grand Caravan SXT

Phoenix, AZ

UnscoredLimited · 5
$2,900161,168 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2017 Ford Fiesta SE

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

2017 Ford Fiesta SE

Phoenix, AZ

Salvage title
$2,90099,905 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 · 9
$2,900132,947 mi

Comparison: 9 similar vehicles

Phoenix, AZ

2014 Dodge Grand Caravan SE

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

2014 Dodge Grand Caravan SE

Phoenix, AZ

UnscoredInsufficient · 4
$2,900153,544 mi

Comparison: 4 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

2012 Hyundai Veloster Base

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

2012 Hyundai Veloster Base

Phoenix, AZ

UnscoredInsufficient · 3
$2,900107,841 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2011 Subaru Legacy I Limited

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

2011 Subaru Legacy I Limited

Phoenix, AZ

UnscoredInsufficient · 0
$2,900169,427 mi

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

2005 Dodge Stratus R/T

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

2005 Dodge Stratus R/T

Chandler, AZ

UnscoredInsufficient · 0
$2,900138,532 mi

Chandler, AZ

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Phoenix, AZ

UnscoredLimited · 5
$2,900191,634 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2005 Chevrolet Uplander Base

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

2005 Chevrolet Uplander Base

Mesa, AZ

UnscoredInsufficient · 0
$2,900226,000 mi

Mesa, 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

2000 Honda Accord EX

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

2000 Honda Accord EX

Chandler, AZ

UnscoredInsufficient · 3
$2,900258,120 mi

Comparison: 3 similar vehicles

Chandler, AZ

2011 Buick LaCrosse CX

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

2011 Buick LaCrosse CX

Phoenix, AZ

UnscoredInsufficient · 0
$2,950215,000 mi

Phoenix, AZ

2008 Chevrolet HHR LS

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

2008 Chevrolet HHR LS

Phoenix, AZ

UnscoredInsufficient · 0
$2,950189,249 mi

Phoenix, 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

2007 Chrysler PT Cruiser Base

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

2007 Chrysler PT Cruiser Base

Phoenix, AZ

UnscoredInsufficient · 0
$2,950119,874 mi

Phoenix, AZ

2007 Chrysler PT Cruiser LIMITED

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

2007 Chrysler PT Cruiser LIMITED

Phoenix, AZ

UnscoredInsufficient · 0
$2,950118,765 mi

Phoenix, AZ

2007 Chevrolet HHR LT

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

2007 Chevrolet HHR LT

Phoenix, AZ

UnscoredInsufficient · 0
$2,950134,917 mi

Phoenix, AZ

2016 Nissan Quest SV

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

2016 Nissan Quest SV

Phoenix, AZ

UnscoredInsufficient · 0
$2,975159,453 mi

Phoenix, AZ

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Chandler, AZ

UnscoredInsufficient · 0
$2,975146,948 mi

Chandler, AZ

2012 Subaru Outback Limited

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

2012 Subaru Outback Limited

Phoenix, AZ

UnscoredInsufficient · 0
$2,975231,637 mi

Phoenix, 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 · 3
$2,975188,306 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2005 Chrysler Town & Country Touring

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

2005 Chrysler Town & Country Touring

Mesa, AZ

UnscoredInsufficient · 0
$2,980218,868 mi

Mesa, AZ

2004 Mitsubishi Lancer LS

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

2004 Mitsubishi Lancer LS

Mesa, AZ

UnscoredInsufficient · 0
$2,980145,602 mi

Mesa, AZ

2009 Chevrolet HHR LT

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

2009 Chevrolet HHR LT

Phoenix, AZ

UnscoredInsufficient · 4
$2,995175,947 mi

Comparison: 4 similar vehicles

Phoenix, 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

2000 Subaru Outback

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

2000 Subaru Outback

Phoenix, AZ

UnscoredInsufficient · 0
$2,995171,589 mi

Phoenix, AZ

2016 Kia Optima LX Hybrid

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

2016 Kia Optima LX Hybrid

Phoenix, AZ

UnscoredInsufficient · 0
$2,999220,902 mi

Phoenix, AZ

2007 Lincoln MKZ Base

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

2007 Lincoln MKZ Base

Phoenix, AZ

UnscoredInsufficient · 0
$2,999137,099 mi

Phoenix, AZ

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Glendale, AZ

UnscoredInsufficient · 0
$2,999181,151 mi

Glendale, AZ

2006 Mazda RX-8

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

2006 Mazda RX-8

Mesa, AZ

UnscoredInsufficient · 0
$2,999134,000 mi

Mesa, AZ

2012 BMW 5 Series 535i

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

2012 BMW 5 Series 535i

Phoenix, AZ

UnscoredInsufficient · 0
$3,000159,127 mi

Phoenix, AZ

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Mesa, AZ

UnscoredInsufficient · 0
$3,000202,470 mi

Mesa, 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, 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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