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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

3,153 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

Mexia, TX

UnscoredLimited · 9
$2,750Mileage not verified

Comparison: 9 similar vehicles

Mexia, TX

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Cleburne, TX

UnscoredInsufficient · 0
$3,950185,373 mi

Cleburne, TX

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Belton, TX

UnscoredModerate · 35
$3,999252,668 mi

Comparison: 35 similar vehicles

Belton, TX

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

Corsicana, TX

UnscoredLimited · 6
$4,850294,631 mi

Comparison: 6 similar vehicles

Corsicana, TX

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

Waco, TX

UnscoredModerate · 27
$4,995234,564 mi

Comparison: 27 similar vehicles

Waco, TX

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

Corsicana, TX

UnscoredInsufficient · 3
$5,200260,753 mi

Comparison: 3 similar vehicles

Corsicana, TX

2016 RAM 1500 Pickup SLT

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

2016 RAM 1500 Pickup SLT

Waco, TX

UnscoredLimited · 8
$5,500199,253 mi

Comparison: 8 similar vehicles

Waco, TX

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

Waco, TX

Fair PriceLimited · 11
$5,995114,523 mi

Market: $3,999 – $22,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Waco, TX

2006 Nissan Titan XE

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

2006 Nissan Titan XE

Waco, TX

UnscoredInsufficient · 0
$5,995197,772 mi

Waco, TX

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

Waxahachie, TX

UnscoredInsufficient · 4
$5,999258,142 mi

Comparison: 4 similar vehicles

Waxahachie, TX

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

Woodway, TX

UnscoredLimited · 12
$6,400361,000 mi

Comparison: 12 similar vehicles

Woodway, TX

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Gatesville, TX

UnscoredLimited · 13
$6,600171,416 mi

Comparison: 13 similar vehicles

Gatesville, TX

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

Waco, TX

UnscoredModerate · 21
$6,700238,741 mi

Comparison: 21 similar vehicles

Waco, TX

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Waco, TX

UnscoredModerate · 41
$6,900144,704 mi

Comparison: 41 similar vehicles

Waco, TX

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Corsicana, TX

UnscoredLimited · 6
$6,900152,197 mi

Comparison: 6 similar vehicles

Corsicana, TX

2008 Ford F-150 STX

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

2008 Ford F-150 STX

Waco, TX

UnscoredLimited · 6
$6,950122,716 mi

Comparison: 6 similar vehicles

Waco, TX

2007 Ford F-150 King Ranch

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

2007 Ford F-150 King Ranch

Cleburne, TX

UnscoredInsufficient · 4
$6,950265,281 mi

Comparison: 4 similar vehicles

Cleburne, TX

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

Waco, TX

UnscoredLimited · 8
$6,995146,757 mi

Comparison: 8 similar vehicles

Waco, TX

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

Waco, TX

Fair PriceModerate · 41
$6,995112,934 mi

Market: $1,495 – $16,995

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Waco, TX

2003 GMC Sierra 2500HD Standard

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

2003 GMC Sierra 2500HD Standard

Waco, TX

UnscoredInsufficient · 0
$6,995201,000 mi

Waco, TX

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

Waco, TX

UnscoredLimited · 10
$6,995177,155 mi

Comparison: 10 similar vehicles

Waco, TX

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

Corsicana, TX

UnscoredLimited · 9
$6,995285,540 mi

Comparison: 9 similar vehicles

Corsicana, TX

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

Temple, TX

UnscoredLimited · 17
$6,999200,398 mi

Comparison: 17 similar vehicles

Temple, TX

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

Corsicana, TX

UnscoredLimited · 7
$7,49582,437 mi

Comparison: 7 similar vehicles

Corsicana, TX

No Photo

2004 Dodge Ram 1500 Pickup SLT

Waco, TX

UnscoredLimited · 8
$7,500156,928 mi

Comparison: 8 similar vehicles

Waco, TX

2010 Ford F-150 King Ranch

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

2010 Ford F-150 King Ranch

West, TX

UnscoredInsufficient · 4
$7,675283,354 mi

Comparison: 4 similar vehicles

West, TX

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Temple, TX

UnscoredModerate · 31
$7,900159,724 mi

Comparison: 31 similar vehicles

Temple, TX

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Waco, TX

UnscoredRobust · 66
$7,950198,008 mi

Comparison: 66 similar vehicles

Waco, TX

2014 Toyota Tundra SR

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

2014 Toyota Tundra SR

Waco, TX

UnscoredInsufficient · 3
$7,995293,704 mi

Comparison: 3 similar vehicles

Waco, TX

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Waco, TX

UnscoredModerate · 21
$7,995206,567 mi

Comparison: 21 similar vehicles

Waco, TX

2007 Chevrolet Silverado 2500HD Work Truck

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

2007 Chevrolet Silverado 2500HD Work Truck

Waco, TX

UnscoredInsufficient · 0
$7,995270,420 mi

Waco, TX

No Photo

2004 Ford F-150 Lariat

Corsicana, TX

UnscoredLimited · 13
$7,995267,372 mi

Comparison: 13 similar vehicles

Corsicana, TX

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Meridian, TX

UnscoredModerate · 28
$7,999174,348 mi

Comparison: 28 similar vehicles

Meridian, TX

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

Temple, TX

UnscoredModerate · 25
$8,751201,199 mi

Comparison: 25 similar vehicles

Temple, TX

2009 Ford F-150 XL

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

2009 Ford F-150 XL

Belton, TX

UnscoredLimited · 8
$8,900195,692 mi

Comparison: 8 similar vehicles

Belton, TX

2007 Ford F-250 Super Duty Lariat

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

2007 Ford F-250 Super Duty Lariat

Temple, TX

UnscoredInsufficient · 0
$8,900300,534 mi

Temple, TX

2009 Ford F-150 Lariat

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

2009 Ford F-150 Lariat

Cleburne, TX

UnscoredLimited · 17
$8,950202,066 mi

Comparison: 17 similar vehicles

Cleburne, TX

No Photo

2012 Nissan Titan PRO-4X

Waco, TX

UnscoredInsufficient · 0
$8,995232,668 mi

Waco, TX

2007 Nissan Frontier XE

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

2007 Nissan Frontier XE

Waco, TX

UnscoredInsufficient · 0
$8,995189,310 mi

Waco, TX

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

Waco, TX

UnscoredLimited · 5
$8,995249,226 mi

Comparison: 5 similar vehicles

Waco, TX

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Waco, TX

UnscoredInsufficient · 4
$8,995108,210 mi

Comparison: 4 similar vehicles

Waco, TX

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

Temple, TX

UnscoredLimited · 12
$9,900154,107 mi

Comparison: 12 similar vehicles

Temple, TX

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Waco, TX

UnscoredRobust · 99
$9,950153,433 mi

Comparison: 99 similar vehicles

Waco, TX

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Waco, TX

UnscoredLimited · 7
$9,995207,842 mi

Comparison: 7 similar vehicles

Waco, TX

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

Waco, TX

UnscoredLimited · 7
$9,995148,107 mi

Comparison: 7 similar vehicles

Waco, TX

No Photo

2014 RAM 1500 Pickup Express

Corsicana, TX

UnscoredModerate · 36
$9,995196,989 mi

Comparison: 36 similar vehicles

Corsicana, TX

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Waco, TX

UnscoredModerate · 21
$9,995133,595 mi

Comparison: 21 similar vehicles

Waco, TX

2012 Ford F-350 Super Duty XL

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

2012 Ford F-350 Super Duty XL

Corsicana, TX

UnscoredInsufficient · 3
$9,995266,031 mi

Comparison: 3 similar vehicles

Corsicana, TX

No Photo

2012 Toyota Tundra Grade

Corsicana, TX

UnscoredRobust · 58
$9,995226,766 mi

Comparison: 58 similar vehicles

Corsicana, TX

No Photo

2010 Ford F-150 Harley-Davidson

Corsicana, TX

UnscoredInsufficient · 0
$9,995198,201 mi

Corsicana, TX

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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