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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

28,979 listings found

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 · 6
$2,900191,634 mi

Comparison: 6 similar vehicles

Phoenix, AZ

2003 Dodge Dakota Sport

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

2003 Dodge Dakota Sport

Kingman, AZ

UnscoredInsufficient · 0
$3,067233,523 mi

Kingman, AZ

2013 Chevrolet Silverado 2500HD Work Truck

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

2013 Chevrolet Silverado 2500HD Work Truck

Scottsdale, AZ

UnscoredInsufficient · 0
$3,420307,251 mi

Scottsdale, AZ

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Tucson, AZ

Salvage title
$3,495190,090 mi

Tucson, AZ

2005 Nissan Titan LE

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

2005 Nissan Titan LE

Phoenix, AZ

UnscoredInsufficient · 0
$3,995287,312 mi

Phoenix, AZ

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Mesa, AZ

UnscoredInsufficient · 0
$4,095192,250 mi

Mesa, AZ

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Casa Grande, AZ

UnscoredLimited · 8
$4,299351,719 mi

Comparison: 8 similar vehicles

Casa Grande, AZ

2006 Ford F-350 Super Duty Chassis Cab Lariat

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

2006 Ford F-350 Super Duty Chassis Cab Lariat

Phoenix, AZ

UnscoredInsufficient · 0
$4,500338,550 mi

Phoenix, AZ

2003 Chevrolet Silverado 2500HD base

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

2003 Chevrolet Silverado 2500HD base

Phoenix, AZ

UnscoredInsufficient · 0
$4,500318,756 mi

Phoenix, AZ

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Chandler, AZ

UnscoredInsufficient · 0
$4,700203,426 mi

Chandler, AZ

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Phoenix, AZ

UnscoredInsufficient · 0
$4,900198,606 mi

Phoenix, AZ

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Phoenix, AZ

UnscoredInsufficient · 4
$4,950169,329 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Chandler, AZ

UnscoredInsufficient · 0
$4,950225,000 mi

Chandler, AZ

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Phoenix, AZ

UnscoredInsufficient · 0
$4,950262,777 mi

Phoenix, AZ

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Tucson, AZ

Salvage title
$4,995201,139 mi

Tucson, AZ

2007 Chevrolet Silverado 1500 LS

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

2007 Chevrolet Silverado 1500 LS

Phoenix, AZ

UnscoredInsufficient · 0
$5,161218,841 mi

Phoenix, AZ

2007 Dodge Dakota Laramie

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

2007 Dodge Dakota Laramie

Phoenix, AZ

UnscoredInsufficient · 0
$5,200Mileage not verified

Phoenix, AZ

2006 Dodge Ram 1500 Pickup ST

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

2006 Dodge Ram 1500 Pickup ST

Phoenix, AZ

UnscoredInsufficient · 0
$5,250258,000 mi

Phoenix, AZ

2006 Nissan Titan LE

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

2006 Nissan Titan LE

Phoenix, AZ

UnscoredInsufficient · 0
$5,250169,000 mi

Phoenix, AZ

2009 Nissan Titan SE

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

2009 Nissan Titan SE

Sierra Vista, AZ

UnscoredInsufficient · 0
$5,477310,336 mi

Sierra Vista, AZ

2003 Ford Ranger XLT

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

2003 Ford Ranger XLT

Gilbert, AZ

UnscoredInsufficient · 0
$5,495145,790 mi

Gilbert, AZ

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Phoenix, AZ

UnscoredLimited · 13
$5,500199,300 mi

Comparison: 13 similar vehicles

Phoenix, AZ

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Phoenix, AZ

UnscoredModerate · 35
$5,500206,288 mi

Comparison: 35 similar vehicles

Phoenix, AZ

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Phoenix, AZ

UnscoredInsufficient · 4
$5,500283,162 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2000 GMC Sierra SLE

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

2000 GMC Sierra SLE

Mesa, AZ

UnscoredInsufficient · 0
$5,500288,048 mi

Mesa, AZ

2008 Ford Ranger XL

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

2008 Ford Ranger XL

Mesa, AZ

UnscoredInsufficient · 0
$5,800214,432 mi

Mesa, AZ

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Phoenix, AZ

UnscoredLimited · 7
$5,900204,332 mi

Comparison: 7 similar vehicles

Phoenix, AZ

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Phoenix, AZ

UnscoredLimited · 18
$5,900175,121 mi

Comparison: 18 similar vehicles

Phoenix, AZ

2008 GMC Sierra 2500HD SLT

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

2008 GMC Sierra 2500HD SLT

Phoenix, AZ

UnscoredInsufficient · 0
$5,900300,710 mi

Phoenix, AZ

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Phoenix, AZ

UnscoredInsufficient · 0
$5,900184,486 mi

Phoenix, AZ

2006 Ford F-150 King Ranch

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

2006 Ford F-150 King Ranch

Chandler, AZ

UnscoredInsufficient · 0
$5,900262,994 mi

Chandler, AZ

2006 GMC Sierra 1500 SLE2

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

2006 GMC Sierra 1500 SLE2

Phoenix, AZ

UnscoredInsufficient · 0
$5,900202,311 mi

Phoenix, AZ

2004 Nissan Titan XE

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

2004 Nissan Titan XE

Chandler, AZ

UnscoredInsufficient · 3
$5,900206,902 mi

Comparison: 3 similar vehicles

Chandler, AZ

2000 Dodge Ram Pickup ST

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

2000 Dodge Ram Pickup ST

Chandler, AZ

UnscoredInsufficient · 0
$5,900253,270 mi

Chandler, AZ

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Mesa, AZ

UnscoredInsufficient · 3
$5,980194,443 mi

Comparison: 3 similar vehicles

Mesa, AZ

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Phoenix, AZ

UnscoredModerate · 35
$5,995206,423 mi

Comparison: 35 similar vehicles

Phoenix, AZ

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Tucson, AZ

UnscoredInsufficient · 0
$5,995122,070 mi

Tucson, AZ

2006 Chevrolet Colorado Work Truck

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

2006 Chevrolet Colorado Work Truck

Yuma, AZ

UnscoredInsufficient · 0
$5,997120,684 mi

Yuma, AZ

2006 Nissan Titan SE

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

2006 Nissan Titan SE

Tucson, AZ

UnscoredInsufficient · 0
$5,999202,360 mi

Tucson, 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

Apache Junction, AZ

UnscoredLimited · 5
$5,999234,944 mi

Comparison: 5 similar vehicles

Apache Junction, AZ

2007 Ford F-350 Super Duty XL

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

2007 Ford F-350 Super Duty XL

Mesa, AZ

UnscoredInsufficient · 0
$6,180221,492 mi

Mesa, AZ

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Tucson, AZ

UnscoredInsufficient · 4
$6,250269,072 mi

Comparison: 4 similar vehicles

Tucson, AZ

2001 Ford F-150 Lariat

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

2001 Ford F-150 Lariat

Mesa, AZ

UnscoredInsufficient · 0
$6,300200,581 mi

Mesa, AZ

2007 Chevrolet Silverado 1500 LS

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

2007 Chevrolet Silverado 1500 LS

Phoenix, AZ

UnscoredInsufficient · 0
$6,450230,000 mi

Phoenix, AZ

2011 Nissan Frontier S

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

2011 Nissan Frontier S

Phoenix, AZ

UnscoredInsufficient · 0
$6,495183,489 mi

Phoenix, AZ

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Tucson, AZ

UnscoredLimited · 5
$6,495232,000 mi

Comparison: 5 similar vehicles

Tucson, AZ

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Chandler, AZ

UnscoredInsufficient · 0
$6,496244,507 mi

Chandler, AZ

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Phoenix, AZ

UnscoredModerate · 35
$6,500179,043 mi

Comparison: 35 similar vehicles

Phoenix, AZ

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Phoenix, AZ

UnscoredInsufficient · 0
$6,500213,601 mi

Phoenix, AZ

2008 Nissan Titan XE

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

2008 Nissan Titan XE

Phoenix, AZ

UnscoredInsufficient · 3
$6,500209,000 mi

Comparison: 3 similar vehicles

Phoenix, 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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