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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

26,279 listings found

1997 Ford Ranger XL

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

1997 Ford Ranger XL

Costa Mesa, CA

UnscoredInsufficient · 0
$3,800Mileage not verified

Costa Mesa, CA

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Pomona, CA

UnscoredInsufficient · 3
$3,900215,819 mi

Comparison: 3 similar vehicles

Pomona, CA

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Orange, CA

UnscoredInsufficient · 0
$3,950215,923 mi

Orange, CA

1999 Ford F-150 XLT

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

1999 Ford F-150 XLT

Canyon Country, CA

UnscoredInsufficient · 0
$3,975Mileage not verified

Canyon Country, CA

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Pomona, CA

UnscoredInsufficient · 0
$3,975259,482 mi

Pomona, CA

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Brea, CA

UnscoredInsufficient · 0
$3,999124,000 mi

Brea, CA

2008 Toyota Tundra SR5

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

2008 Toyota Tundra SR5

Midway City, CA

UnscoredLimited · 10
$4,500291,665 mi

Comparison: 10 similar vehicles

Midway City, CA

2006 Ford F-250 Super Duty XL

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

2006 Ford F-250 Super Duty XL

Costa Mesa, CA

UnscoredInsufficient · 4
$4,500115,000 mi

Comparison: 4 similar vehicles

Costa Mesa, CA

2004 Chevrolet Silverado 1500 LS

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

2004 Chevrolet Silverado 1500 LS

Fullerton, CA

UnscoredInsufficient · 0
$4,500241,607 mi

Fullerton, CA

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Pomona, CA

UnscoredLimited · 6
$4,575196,095 mi

Comparison: 6 similar vehicles

Pomona, CA

2005 Nissan Titan SE

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

2005 Nissan Titan SE

La Crescenta-Montrose, CA

UnscoredInsufficient · 0
$4,658263,399 mi

La Crescenta-Montrose, CA

2001 Ford F-250 Super Duty XL

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

2001 Ford F-250 Super Duty XL

Costa Mesa, CA

UnscoredInsufficient · 0
$4,800Mileage not verified

Costa Mesa, CA

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Corona, CA

UnscoredInsufficient · 0
$4,800208,604 mi

Corona, CA

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Los Angeles, CA

UnscoredInsufficient · 0
$4,880210,644 mi

Los Angeles, CA

2006 Ford F-250 Super Duty XL

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

2006 Ford F-250 Super Duty XL

Pomona, CA

UnscoredInsufficient · 4
$4,900241,393 mi

Comparison: 4 similar vehicles

Pomona, CA

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Pomona, CA

UnscoredInsufficient · 3
$4,900288,397 mi

Comparison: 3 similar vehicles

Pomona, CA

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

Bellflower, CA

UnscoredInsufficient · 0
$4,995158,021 mi

Bellflower, CA

2008 Chevrolet Silverado 2500HD Work Truck

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

2008 Chevrolet Silverado 2500HD Work Truck

Covina, CA

UnscoredInsufficient · 3
$4,998212,770 mi

Comparison: 3 similar vehicles

Covina, CA

2003 Ford Explorer Sport Trac XLT

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

2003 Ford Explorer Sport Trac XLT

Los Angeles, CA

UnscoredInsufficient · 0
$4,998218,268 mi

Los Angeles, CA

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

Costa Mesa, CA

UnscoredInsufficient · 3
$5,000142,000 mi

Comparison: 3 similar vehicles

Costa Mesa, CA

2006 Nissan Frontier XE

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

2006 Nissan Frontier XE

Whittier, CA

UnscoredInsufficient · 0
$5,000167,000 mi

Whittier, CA

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Costa Mesa, CA

UnscoredInsufficient · 3
$5,000156,000 mi

Comparison: 3 similar vehicles

Costa Mesa, CA

2002 Dodge Ram 1500 Pickup ST

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

2002 Dodge Ram 1500 Pickup ST

Costa Mesa, CA

UnscoredInsufficient · 0
$5,00072,000 mi

Costa Mesa, CA

2003 Dodge Ram 1500 Pickup ST

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

2003 Dodge Ram 1500 Pickup ST

Oxnard, CA

UnscoredLimited · 5
$5,167278,843 mi

Comparison: 5 similar vehicles

Oxnard, CA

2003 Ford F-250 Super Duty XLT

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

2003 Ford F-250 Super Duty XLT

Los Angeles, CA

UnscoredInsufficient · 0
$5,498128,811 mi

Los Angeles, CA

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Costa Mesa, CA

UnscoredLimited · 7
$5,500205,000 mi

Comparison: 7 similar vehicles

Costa Mesa, CA

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Costa Mesa, CA

UnscoredLimited · 6
$5,500157,000 mi

Comparison: 6 similar vehicles

Costa Mesa, CA

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Costa Mesa, CA

UnscoredInsufficient · 4
$5,500134,000 mi

Comparison: 4 similar vehicles

Costa Mesa, CA

2004 Ford F-350 Super Duty XL

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

2004 Ford F-350 Super Duty XL

Costa Mesa, CA

UnscoredInsufficient · 3
$5,500170,000 mi

Comparison: 3 similar vehicles

Costa Mesa, CA

2004 Ford F-350 Super Duty XL

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

2004 Ford F-350 Super Duty XL

Costa Mesa, CA

UnscoredInsufficient · 3
$5,500200,500 mi

Comparison: 3 similar vehicles

Costa Mesa, CA

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Costa Mesa, CA

UnscoredInsufficient · 0
$5,500230,000 mi

Costa Mesa, CA

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Costa Mesa, CA

UnscoredInsufficient · 0
$5,500148,500 mi

Costa Mesa, CA

2001 Chevrolet S-10 LS

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

2001 Chevrolet S-10 LS

Costa Mesa, CA

UnscoredInsufficient · 0
$5,500Mileage not verified

Costa Mesa, CA

2004 Ford Explorer Sport Trac XLS

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

2004 Ford Explorer Sport Trac XLS

Brea, CA

UnscoredInsufficient · 0
$5,555160,058 mi

Brea, CA

2001 Nissan Frontier XE

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

2001 Nissan Frontier XE

Los Angeles, CA

UnscoredInsufficient · 0
$5,588194,392 mi

Los Angeles, CA

2004 GMC Sierra 1500 SLE

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

2004 GMC Sierra 1500 SLE

Agoura Hills, CA

UnscoredInsufficient · 0
$5,785160,477 mi

Agoura Hills, CA

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

Los Angeles, CA

UnscoredInsufficient · 0
$5,795109,489 mi

Los Angeles, CA

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Costa Mesa, CA

UnscoredLimited · 7
$5,800145,000 mi

Comparison: 7 similar vehicles

Costa Mesa, CA

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Costa Mesa, CA

UnscoredInsufficient · 0
$5,800168,500 mi

Costa Mesa, CA

2003 Toyota Tundra SR5

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

2003 Toyota Tundra SR5

Pomona, CA

UnscoredLimited · 9
$5,900244,277 mi

Comparison: 9 similar vehicles

Pomona, CA

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Brea, CA

UnscoredInsufficient · 0
$5,950159,085 mi

Brea, CA

2004 Ford F-250 Super Duty XLT

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

2004 Ford F-250 Super Duty XLT

Los Angeles, CA

UnscoredLimited · 6
$5,977327,277 mi

Comparison: 6 similar vehicles

Los Angeles, CA

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Los Angeles, CA

UnscoredInsufficient · 0
$5,988315,092 mi

Los Angeles, CA

2003 Ford Explorer Sport Trac XLS

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

2003 Ford Explorer Sport Trac XLS

Bell Gardens, CA

UnscoredInsufficient · 0
$5,995140,711 mi

Bell Gardens, CA

2001 Ford F-250 Super Duty XL

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

2001 Ford F-250 Super Duty XL

Artesia, CA

UnscoredInsufficient · 0
$5,995120,324 mi

Artesia, CA

2011 Chevrolet Colorado Work Truck

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

2011 Chevrolet Colorado Work Truck

Covina, CA

UnscoredLimited · 9
$5,998179,804 mi

Comparison: 9 similar vehicles

Covina, CA

2006 Ford F-150 Lariat

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

2006 Ford F-150 Lariat

Los Angeles, CA

UnscoredInsufficient · 4
$5,998182,000 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Covina, CA

UnscoredInsufficient · 3
$5,998156,375 mi

Comparison: 3 similar vehicles

Covina, CA

2001 Ford F-250 Super Duty Lariat

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

2001 Ford F-250 Super Duty Lariat

Los Angeles, CA

UnscoredInsufficient · 0
$6,000139,500 mi

Los Angeles, CA

2011 RAM Dakota ST

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

2011 RAM Dakota ST

South El Monte, CA

UnscoredInsufficient · 0
$6,060172,907 mi

South El Monte, CA

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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