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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

9,835 listings found

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

Sacramento, CA

UnscoredInsufficient · 0
$3,500226,347 mi

Sacramento, CA

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

San Ramon, CA

UnscoredInsufficient · 4
$3,888253,353 mi

Comparison: 4 similar vehicles

San Ramon, 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

Santa Rosa, CA

UnscoredInsufficient · 4
$3,900296,811 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

2008 Nissan Titan XE

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

2008 Nissan Titan XE

Fremont, CA

UnscoredInsufficient · 0
$3,995290,735 mi

Fremont, CA

2003 Ford Ranger Edge

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

2003 Ford Ranger Edge

Richmond, CA

UnscoredInsufficient · 0
$3,999210,555 mi

Richmond, CA

2000 Nissan Frontier XE

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

2000 Nissan Frontier XE

Fremont, CA

UnscoredInsufficient · 0
$4,500125,428 mi

Fremont, 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

Hayward, CA

Salvage title
$4,588114,490 mi

Hayward, CA

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Santa Rosa, CA

UnscoredLimited · 6
$4,995212,248 mi

Comparison: 6 similar vehicles

Santa Rosa, CA

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Santa Rosa, CA

UnscoredLimited · 16
$4,999189,588 mi

Comparison: 16 similar vehicles

Santa Rosa, CA

2003 Ford Ranger XL

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

2003 Ford Ranger XL

Sacramento, CA

UnscoredInsufficient · 0
$4,999155,409 mi

Sacramento, CA

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Concord, CA

UnscoredInsufficient · 0
$5,495166,073 mi

Concord, CA

2005 Dodge Ram 1500 Pickup Laramie

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

2005 Dodge Ram 1500 Pickup Laramie

Benicia, CA

UnscoredInsufficient · 0
$5,800171,320 mi

Benicia, 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

Fremont, CA

UnscoredInsufficient · 0
$5,855179,075 mi

Fremont, CA

2006 Toyota Tundra Limited

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

2006 Toyota Tundra Limited

Sacramento, CA

UnscoredLimited · 5
$5,900287,679 mi

Comparison: 5 similar vehicles

Sacramento, CA

No Photo

2000 Chevrolet S-10 LS

Antioch, CA

UnscoredInsufficient · 0
$5,998136,000 mi

Antioch, 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

Brentwood, CA

UnscoredInsufficient · 4
$5,999342,244 mi

Comparison: 4 similar vehicles

Brentwood, CA

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Brentwood, CA

UnscoredInsufficient · 0
$5,999207,000 mi

Brentwood, CA

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Hayward, CA

UnscoredInsufficient · 0
$6,081143,503 mi

Hayward, CA

2011 Ford F-150 XL

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

2011 Ford F-150 XL

San Leandro, CA

UnscoredInsufficient · 3
$6,131238,937 mi

Comparison: 3 similar vehicles

San Leandro, CA

2006 Ford F-150 FX4

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

2006 Ford F-150 FX4

Elk Grove, CA

UnscoredInsufficient · 3
$6,470217,189 mi

Comparison: 3 similar vehicles

Elk Grove, CA

2005 Ford Explorer Sport Trac XLS

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

2005 Ford Explorer Sport Trac XLS

Pleasant Hill, CA

UnscoredInsufficient · 0
$6,499118,392 mi

Pleasant Hill, CA

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Fremont, CA

UnscoredLimited · 5
$6,500270,977 mi

Comparison: 5 similar vehicles

Fremont, CA

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Santa Rosa, CA

UnscoredLimited · 7
$6,500181,400 mi

Comparison: 7 similar vehicles

Santa Rosa, CA

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Benicia, CA

UnscoredInsufficient · 0
$6,549143,611 mi

Benicia, CA

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Newark, CA

UnscoredInsufficient · 0
$6,619195,112 mi

Newark, 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

Vallejo, CA

UnscoredInsufficient · 4
$6,880145,382 mi

Comparison: 4 similar vehicles

Vallejo, CA

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Antioch, CA

UnscoredLimited · 5
$6,888185,937 mi

Comparison: 5 similar vehicles

Antioch, CA

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Benicia, CA

UnscoredInsufficient · 0
$6,898182,213 mi

Benicia, CA

2006 Dodge Ram 1500 Pickup Laramie

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

2006 Dodge Ram 1500 Pickup Laramie

Vacaville, CA

UnscoredInsufficient · 0
$6,900179,415 mi

Vacaville, CA

2005 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2005 Chevrolet Silverado 3500 Chassis Cab Work Truck

Vacaville, CA

UnscoredInsufficient · 3
$6,900211,300 mi

Comparison: 3 similar vehicles

Vacaville, CA

2010 Toyota Tacoma Base

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

2010 Toyota Tacoma Base

Santa Rosa, CA

UnscoredLimited · 8
$6,933255,612 mi

Comparison: 8 similar vehicles

Santa Rosa, 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

Elk Grove, CA

UnscoredInsufficient · 0
$6,970160,693 mi

Elk Grove, 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

Sacramento, CA

UnscoredLimited · 5
$6,995175,150 mi

Comparison: 5 similar vehicles

Sacramento, 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

Concord, CA

UnscoredInsufficient · 0
$6,995100,123 mi

Concord, CA

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

Newark, CA

UnscoredInsufficient · 4
$6,999170,148 mi

Comparison: 4 similar vehicles

Newark, CA

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Richmond, CA

UnscoredLimited · 7
$6,999152,171 mi

Comparison: 7 similar vehicles

Richmond, CA

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Richmond, CA

UnscoredInsufficient · 0
$6,999214,936 mi

Richmond, 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

El Cerrito, CA

UnscoredLimited · 6
$7,127203,100 mi

Comparison: 6 similar vehicles

El Cerrito, CA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Pleasant Hill, CA

UnscoredInsufficient · 4
$7,169125,481 mi

Comparison: 4 similar vehicles

Pleasant Hill, CA

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Antioch, CA

UnscoredInsufficient · 3
$7,399140,976 mi

Comparison: 3 similar vehicles

Antioch, CA

2007 GMC Sierra 1500 Work Truck

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

2007 GMC Sierra 1500 Work Truck

San Leandro, CA

UnscoredInsufficient · 0
$7,444202,123 mi

San Leandro, CA

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Sacramento, CA

UnscoredLimited · 7
$7,450231,450 mi

Comparison: 7 similar vehicles

Sacramento, 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

Sacramento, CA

UnscoredInsufficient · 4
$7,495151,471 mi

Comparison: 4 similar vehicles

Sacramento, CA

2000 GMC Sierra SL

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

2000 GMC Sierra SL

Pleasant Hill, CA

UnscoredInsufficient · 0
$7,498149,773 mi

Pleasant Hill, CA

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Oakland, CA

UnscoredInsufficient · 3
$7,499148,998 mi

Comparison: 3 similar vehicles

Oakland, CA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Richmond, CA

UnscoredInsufficient · 0
$7,500206,000 mi

Richmond, CA

2003 Ford Ranger Edge

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

2003 Ford Ranger Edge

Richmond, CA

UnscoredInsufficient · 0
$7,500151,210 mi

Richmond, CA

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Santa Rosa, CA

UnscoredLimited · 6
$7,500134,614 mi

Comparison: 6 similar vehicles

Santa Rosa, CA

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Antioch, CA

UnscoredLimited · 5
$7,799161,403 mi

Comparison: 5 similar vehicles

Antioch, 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

Vallejo, CA

UnscoredInsufficient · 3
$7,888189,773 mi

Comparison: 3 similar vehicles

Vallejo, 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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