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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 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

4,415 listings found

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

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

No Photo

2002 Dodge Ram 1500 Pickup ST

Stockton, CA

UnscoredInsufficient · 0
$4,950210,855 mi

Stockton, CA

2000 Chevrolet S-10 LS

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

2000 Chevrolet S-10 LS

Stockton, CA

UnscoredInsufficient · 0
$5,495156,947 mi

Stockton, 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

Oakdale, CA

UnscoredInsufficient · 3
$5,499254,255 mi

Comparison: 3 similar vehicles

Oakdale, 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

Riverbank, CA

UnscoredInsufficient · 0
$5,870185,080 mi

Riverbank, 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

Riverbank, CA

UnscoredInsufficient · 3
$5,995183,199 mi

Comparison: 3 similar vehicles

Riverbank, CA

1999 Mazda B-Series TL

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

1999 Mazda B-Series TL

Modesto, CA

UnscoredInsufficient · 0
$5,995180,000 mi

Modesto, 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

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Modesto, CA

Salvage title
$5,999164,454 mi

Modesto, 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

Modesto, CA

UnscoredInsufficient · 0
$5,999179,419 mi

Modesto, CA

2001 GMC Sierra SLE

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

2001 GMC Sierra SLE

Modesto, CA

UnscoredInsufficient · 3
$5,99999,049 mi

Comparison: 3 similar vehicles

Modesto, 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

2012 Chevrolet Silverado 1500 Work Truck

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

2012 Chevrolet Silverado 1500 Work Truck

Modesto, CA

UnscoredLimited · 5
$6,168194,068 mi

Comparison: 5 similar vehicles

Modesto, CA

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Stockton, CA

UnscoredInsufficient · 0
$6,499211,123 mi

Stockton, CA

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

Modesto, CA

UnscoredLimited · 5
$6,500251,335 mi

Comparison: 5 similar vehicles

Modesto, CA

2006 GMC Sierra 1500 Work Truck

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

2006 GMC Sierra 1500 Work Truck

Modesto, CA

UnscoredInsufficient · 0
$6,500243,250 mi

Modesto, CA

2004 Chevrolet Colorado ZQ8

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

2004 Chevrolet Colorado ZQ8

Modesto, CA

UnscoredInsufficient · 0
$6,888142,422 mi

Modesto, CA

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Manteca, CA

UnscoredLimited · 9
$6,999179,962 mi

Comparison: 9 similar vehicles

Manteca, CA

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

Modesto, CA

UnscoredInsufficient · 0
$6,99978,934 mi

Modesto, 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

Modesto, CA

UnscoredInsufficient · 0
$7,067153,873 mi

Modesto, CA

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Riverbank, CA

UnscoredInsufficient · 4
$7,069283,679 mi

Comparison: 4 similar vehicles

Riverbank, CA

2000 Toyota Tundra SR5

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

2000 Toyota Tundra SR5

Riverbank, CA

UnscoredInsufficient · 4
$7,069281,724 mi

Comparison: 4 similar vehicles

Riverbank, CA

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Modesto, CA

UnscoredInsufficient · 4
$7,123252,534 mi

Comparison: 4 similar vehicles

Modesto, 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

Turlock, CA

UnscoredInsufficient · 4
$7,123273,795 mi

Comparison: 4 similar vehicles

Turlock, CA

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Turlock, CA

UnscoredInsufficient · 0
$7,123252,406 mi

Turlock, CA

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Modesto, CA

UnscoredInsufficient · 3
$7,127269,332 mi

Comparison: 3 similar vehicles

Modesto, CA

2013 GMC Sierra 2500HD Work Truck

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

2013 GMC Sierra 2500HD Work Truck

Modesto, CA

UnscoredInsufficient · 3
$7,300382,662 mi

Comparison: 3 similar vehicles

Modesto, CA

2010 Nissan Titan XE

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

2010 Nissan Titan XE

Riverbank, CA

UnscoredInsufficient · 0
$7,495178,188 mi

Riverbank, CA

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Riverbank, CA

UnscoredLimited · 7
$7,495230,844 mi

Comparison: 7 similar vehicles

Riverbank, CA

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Jackson, CA

UnscoredLimited · 9
$7,495135,354 mi

Comparison: 9 similar vehicles

Jackson, CA

2001 Chevrolet Silverado base

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

2001 Chevrolet Silverado base

Lodi, CA

UnscoredInsufficient · 0
$7,700174,456 mi

Lodi, CA

2007 Mitsubishi Raider LS 2wd

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

2007 Mitsubishi Raider LS 2wd

Jackson, CA

UnscoredInsufficient · 0
$7,795103,438 mi

Jackson, CA

2017 RAM 1500 Pickup SLT

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

2017 RAM 1500 Pickup SLT

Tracy, CA

UnscoredInsufficient · 4
$7,900241,906 mi

Comparison: 4 similar vehicles

Tracy, CA

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Modesto, CA

UnscoredInsufficient · 0
$7,900123,262 mi

Modesto, CA

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Stockton, CA

UnscoredLimited · 17
$7,950219,312 mi

Comparison: 17 similar vehicles

Stockton, CA

No Photo

2006 Chevrolet Silverado 3500 Chassis Cab Work Truck

Modesto, CA

UnscoredInsufficient · 0
$7,963315,057 mi

Modesto, CA

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Riverbank, CA

UnscoredLimited · 12
$7,995197,570 mi

Comparison: 12 similar vehicles

Riverbank, CA

2009 GMC Sierra 1500 Work Truck

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

2009 GMC Sierra 1500 Work Truck

Brentwood, CA

UnscoredInsufficient · 0
$7,995181,802 mi

Brentwood, 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

Turlock, CA

UnscoredLimited · 7
$7,995312,314 mi

Comparison: 7 similar vehicles

Turlock, CA

2006 Chevrolet Avalanche Base

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

2006 Chevrolet Avalanche Base

Merced, CA

UnscoredInsufficient · 3
$7,995187,819 mi

Comparison: 3 similar vehicles

Merced, 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

Turlock, CA

UnscoredLimited · 7
$7,995200,819 mi

Comparison: 7 similar vehicles

Turlock, CA

2000 Ford Ranger XLT

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

2000 Ford Ranger XLT

Merced, CA

UnscoredInsufficient · 0
$7,995138,316 mi

Merced, CA

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

Stockton, CA

UnscoredInsufficient · 3
$7,999242,684 mi

Comparison: 3 similar vehicles

Stockton, CA

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Modesto, CA

UnscoredLimited · 8
$7,999218,212 mi

Comparison: 8 similar vehicles

Modesto, CA

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Stockton, CA

UnscoredInsufficient · 0
$7,999Mileage not verified

Stockton, CA

2006 Honda Ridgeline RTS

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

2006 Honda Ridgeline RTS

Manteca, CA

UnscoredInsufficient · 0
$7,999262,169 mi

Manteca, CA

2007 Honda Ridgeline RTS

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

2007 Honda Ridgeline RTS

Turlock, CA

UnscoredLimited · 6
$8,000173,809 mi

Comparison: 6 similar vehicles

Turlock, CA

2007 GMC Canyon SLE

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

2007 GMC Canyon SLE

Modesto, CA

UnscoredInsufficient · 0
$8,069250,000 mi

Modesto, 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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