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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

50,000+ listings found(add a location or filter to narrow results)

1997 Chevrolet S-10 LS

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

1997 Chevrolet S-10 LS

Santa Clarita, CA

UnscoredInsufficient · 0
$1,990150,824 mi

Santa Clarita, CA

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Sacramento, CA

UnscoredInsufficient · 0
$2,500176,971 mi

Sacramento, CA

No Photo

2006 Ford F-150 XLT

Bakersfield, CA

UnscoredInsufficient · 3
$2,999Mileage not verified

Comparison: 3 similar vehicles

Bakersfield, CA

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Stockton, CA

UnscoredInsufficient · 0
$2,999197,493 mi

Stockton, CA

2002 Dodge Dakota SLT

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

2002 Dodge Dakota SLT

Tracy, CA

UnscoredInsufficient · 0
$3,200179,958 mi

Tracy, CA

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Lemon Grove, CA

UnscoredInsufficient · 0
$3,339268,503 mi

Lemon Grove, 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
$3,375259,482 mi

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

Sacramento, CA

UnscoredInsufficient · 0
$3,500226,347 mi

Sacramento, CA

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

2000 Ford F-150 XL

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

2000 Ford F-150 XL

San Jacinto, CA

UnscoredInsufficient · 0
$3,500187,245 mi

San Jacinto, 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

Midway City, CA

UnscoredInsufficient · 4
$3,700190,000 mi

Comparison: 4 similar vehicles

Midway City, CA

2006 Nissan Titan XE

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

2006 Nissan Titan XE

Roseville, CA

UnscoredInsufficient · 0
$3,800213,333 mi

Roseville, CA

2006 Mitsubishi Raider LS

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

2006 Mitsubishi Raider LS

Victorville, CA

UnscoredInsufficient · 0
$3,800167,185 mi

Victorville, CA

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

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 · 3
$3,888253,353 mi

Comparison: 3 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

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 · 4
$3,900215,819 mi

Comparison: 4 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 Ford F-150 STANDARD

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

1998 Ford F-150 STANDARD

Lakeport, CA

UnscoredInsufficient · 0
$3,990271,249 mi

Lakeport, 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

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Roseville, CA

UnscoredInsufficient · 0
$3,995261,951 mi

Roseville, 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

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

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Sacramento, CA

UnscoredInsufficient · 0
$4,000215,515 mi

Sacramento, CA

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Bakersfield, CA

UnscoredInsufficient · 3
$4,287227,399 mi

Comparison: 3 similar vehicles

Bakersfield, CA

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Fresno, CA

UnscoredInsufficient · 0
$4,499280,742 mi

Fresno, CA

2006 Ford F-350 Super Duty XL

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

2006 Ford F-350 Super Duty XL

Stockton, CA

UnscoredInsufficient · 4
$4,500162,300 mi

Comparison: 4 similar vehicles

Stockton, 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

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
$4,500263,399 mi

La Crescenta-Montrose, 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

Rio Linda, CA

UnscoredInsufficient · 0
$4,500200,000 mi

Rio Linda, 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

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Sanger, CA

UnscoredInsufficient · 0
$4,500179,527 mi

Sanger, CA

2002 GMC Sierra SL

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

2002 GMC Sierra SL

Fremont, CA

UnscoredInsufficient · 0
$4,500210,500 mi

Fremont, 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 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

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 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

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 · 3
$4,900241,393 mi

Comparison: 3 similar vehicles

Pomona, 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

San Diego, CA

UnscoredInsufficient · 0
$4,900200,000 mi

San Diego, 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

2002 GMC Sonoma SL

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

2002 GMC Sonoma SL

Sacramento, CA

UnscoredInsufficient · 0
$4,910203,266 mi

Sacramento, CA

No Photo

2002 Dodge Ram 1500 Pickup ST

Stockton, CA

UnscoredInsufficient · 0
$4,950210,855 mi

Stockton, CA

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Gilroy, CA

UnscoredLimited · 6
$4,977270,703 mi

Comparison: 6 similar vehicles

Gilroy, CA

2007 Ford Ranger XLT

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

2007 Ford Ranger XLT

Roseville, CA

UnscoredInsufficient · 0
$4,995209,056 mi

Roseville, 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

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
$4,995236,627 mi

Santa Maria, 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

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

Novato, CA

UnscoredInsufficient · 0
$4,995158,585 mi

Novato, CA

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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