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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 22, 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

1,504 listings found

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Goleta, CA

UnscoredInsufficient · 3
$3,500258,500 mi

Comparison: 3 similar vehicles

Goleta, CA

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Buellton, CA

UnscoredInsufficient · 4
$3,995370,075 mi

Comparison: 4 similar vehicles

Buellton, CA

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Atascadero, CA

UnscoredInsufficient · 0
$4,995261,328 mi

Atascadero, CA

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Santa Maria, CA

UnscoredInsufficient · 3
$4,995247,312 mi

Comparison: 3 similar vehicles

Santa Maria, CA

2002 GMC Sonoma SLS

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

2002 GMC Sonoma SLS

Santa Maria, CA

UnscoredInsufficient · 0
$5,069222,070 mi

Santa Maria, CA

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Santa Maria, CA

UnscoredInsufficient · 0
$5,569242,212 mi

Santa Maria, CA

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

Santa Maria, CA

UnscoredInsufficient · 0
$5,995231,198 mi

Santa Maria, CA

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Goleta, CA

UnscoredInsufficient · 3
$6,000233,710 mi

Comparison: 3 similar vehicles

Goleta, CA

2007 Ford Ranger XL

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

2007 Ford Ranger XL

Buellton, CA

UnscoredInsufficient · 0
$6,900135,400 mi

Buellton, CA

2006 Chevrolet Avalanche Base

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

2006 Chevrolet Avalanche Base

Grover Beach, CA

UnscoredInsufficient · 0
$6,995215,050 mi

Grover Beach, CA

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

Atascadero, CA

UnscoredInsufficient · 4
$6,995213,942 mi

Comparison: 4 similar vehicles

Atascadero, CA

1999 Ford F-250 Super Duty XL

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

1999 Ford F-250 Super Duty XL

Goleta, CA

UnscoredInsufficient · 0
$7,100205,400 mi

Goleta, CA

2012 Chevrolet Colorado 1LT

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

2012 Chevrolet Colorado 1LT

Buellton, CA

UnscoredInsufficient · 0
$7,495156,454 mi

Buellton, CA

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Santa Maria, CA

UnscoredInsufficient · 0
$7,495188,006 mi

Santa Maria, CA

1997 Chevrolet C2500 CHEYENNE

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

1997 Chevrolet C2500 CHEYENNE

Goleta, CA

UnscoredInsufficient · 0
$7,900147,200 mi

Goleta, CA

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Santa Maria, CA

UnscoredInsufficient · 0
$7,995236,627 mi

Santa Maria, CA

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Goleta, CA

UnscoredInsufficient · 3
$8,000124,500 mi

Comparison: 3 similar vehicles

Goleta, 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

Grover Beach, CA

UnscoredInsufficient · 3
$8,995169,680 mi

Comparison: 3 similar vehicles

Grover Beach, CA

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Santa Maria, CA

UnscoredLimited · 5
$9,969157,487 mi

Comparison: 5 similar vehicles

Santa Maria, CA

2008 Chevrolet Colorado LT

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

2008 Chevrolet Colorado LT

Santa Maria, CA

UnscoredInsufficient · 0
$9,995218,307 mi

Santa Maria, CA

2005 Nissan Frontier XE

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

2005 Nissan Frontier XE

Santa Maria, CA

UnscoredInsufficient · 0
$9,995134,481 mi

Santa Maria, CA

2004 Chevrolet Silverado 2500HD LT

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

2004 Chevrolet Silverado 2500HD LT

Santa Maria, CA

UnscoredInsufficient · 4
$9,995247,111 mi

Comparison: 4 similar vehicles

Santa Maria, CA

2002 Ford F-150 King Ranch

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

2002 Ford F-150 King Ranch

Lompoc, CA

UnscoredInsufficient · 0
$9,999Mileage not verified

Lompoc, CA

2010 Ford Ranger XL

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

2010 Ford Ranger XL

Santa Maria, CA

UnscoredInsufficient · 4
$10,119161,833 mi

Comparison: 4 similar vehicles

Santa Maria, CA

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Santa Maria, CA

UnscoredLimited · 7
$10,915189,366 mi

Comparison: 7 similar vehicles

Santa Maria, CA

2005 Nissan Frontier SE

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

2005 Nissan Frontier SE

Buellton, CA

UnscoredInsufficient · 0
$10,995139,595 mi

Buellton, CA

2012 Chevrolet Colorado Work Truck

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

2012 Chevrolet Colorado Work Truck

Santa Maria, CA

UnscoredInsufficient · 3
$11,06989,824 mi

Comparison: 3 similar vehicles

Santa Maria, CA

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Santa Maria, CA

UnscoredInsufficient · 3
$11,910188,470 mi

Comparison: 3 similar vehicles

Santa Maria, CA

2011 Chevrolet Silverado 1500 LTZ

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

2011 Chevrolet Silverado 1500 LTZ

Santa Maria, CA

UnscoredInsufficient · 0
$11,911175,048 mi

Santa Maria, CA

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

Paso Robles, CA

UnscoredModerate · 21
$12,462147,482 mi

Comparison: 21 similar vehicles

Paso Robles, CA

2006 Chevrolet Silverado 1500 LT1

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

2006 Chevrolet Silverado 1500 LT1

Buellton, CA

UnscoredInsufficient · 0
$12,914161,388 mi

Buellton, CA

2016 Chevrolet Silverado 2500HD Work Truck

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

2016 Chevrolet Silverado 2500HD Work Truck

Santa Maria, CA

UnscoredInsufficient · 4
$12,995264,476 mi

Comparison: 4 similar vehicles

Santa Maria, CA

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Santa Maria, CA

UnscoredLimited · 9
$12,995195,326 mi

Comparison: 9 similar vehicles

Santa Maria, CA

2009 Nissan Frontier SE

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

2009 Nissan Frontier SE

Grover Beach, CA

UnscoredInsufficient · 3
$12,995136,029 mi

Comparison: 3 similar vehicles

Grover Beach, CA

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Santa Maria, CA

UnscoredLimited · 5
$13,069220,080 mi

Comparison: 5 similar vehicles

Santa Maria, CA

2002 Chevrolet Silverado 2500 base

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

2002 Chevrolet Silverado 2500 base

Santa Maria, CA

UnscoredInsufficient · 0
$13,069149,910 mi

Santa Maria, CA

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Santa Maria, CA

UnscoredLimited · 8
$13,395114,760 mi

Comparison: 8 similar vehicles

Santa Maria, 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

Santa Maria, CA

UnscoredInsufficient · 0
$13,991220,893 mi

Santa Maria, CA

2011 Ford F-150 FX4

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

2011 Ford F-150 FX4

Atascadero, CA

UnscoredInsufficient · 3
$13,995164,840 mi

Comparison: 3 similar vehicles

Atascadero, CA

2017 Chevrolet Colorado Work Truck

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

2017 Chevrolet Colorado Work Truck

Lompoc, CA

UnscoredLimited · 9
$14,072122,664 mi

Comparison: 9 similar vehicles

Lompoc, CA

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

San Luis Obispo, CA

UnscoredRobust · 55
$14,117189,725 mi

Comparison: 55 similar vehicles

San Luis Obispo, CA

2014 Honda Ridgeline RTS

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

2014 Honda Ridgeline RTS

Paso Robles, CA

UnscoredInsufficient · 0
$14,175138,291 mi

Paso Robles, CA

2000 Toyota Tundra SR5

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

2000 Toyota Tundra SR5

Goleta, CA

UnscoredInsufficient · 0
$14,500238,890 mi

Goleta, CA

2018 Chevrolet Colorado Work Truck

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

2018 Chevrolet Colorado Work Truck

Santa Maria, CA

Fair PriceModerate · 30
$14,995111,367 mi

Market: $9,975 – $20,998

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Santa Maria, CA

2014 RAM 1500 Pickup Outdoorsman

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

2014 RAM 1500 Pickup Outdoorsman

Santa Maria, CA

UnscoredInsufficient · 0
$14,995123,936 mi

Santa Maria, CA

2014 GMC Sierra 1500 SLT

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

2014 GMC Sierra 1500 SLT

Santa Maria, CA

UnscoredLimited · 9
$14,995173,255 mi

Comparison: 9 similar vehicles

Santa Maria, CA

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

San Luis Obispo, CA

Fair PriceLimited · 14
$15,495109,913 mi

Market: $9,999 – $16,999

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

San Luis Obispo, CA

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Goleta, CA

UnscoredLimited · 7
$15,621123,986 mi

Comparison: 7 similar vehicles

Goleta, CA

2011 Toyota Tundra Grade

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

2011 Toyota Tundra Grade

Buellton, CA

UnscoredLimited · 13
$15,655132,999 mi

Comparison: 13 similar vehicles

Buellton, CA

2008 Ford F-250 Super Duty Lariat

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

2008 Ford F-250 Super Duty Lariat

Santa Maria, CA

UnscoredLimited · 14
$15,995179,391 mi

Comparison: 14 similar vehicles

Santa Maria, 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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