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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

13,988 listings found

2007 Honda Ridgeline RTX

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

2007 Honda Ridgeline RTX

Austin, TX

UnscoredLimited · 6
$2,995201,350 mi

Comparison: 6 similar vehicles

Austin, TX

2002 GMC Sonoma SLS

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

2002 GMC Sonoma SLS

Hutto, TX

UnscoredInsufficient · 0
$3,850176,277 mi

Hutto, TX

2005 GMC Sierra 2500HD Work Truck

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

2005 GMC Sierra 2500HD Work Truck

Gonzales, TX

UnscoredInsufficient · 0
$4,800195,556 mi

Gonzales, TX

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

Austin, TX

UnscoredLimited · 11
$4,999169,527 mi

Comparison: 11 similar vehicles

Austin, TX

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Pflugerville, TX

UnscoredLimited · 6
$4,999211,494 mi

Comparison: 6 similar vehicles

Pflugerville, TX

2001 Nissan Frontier XE

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

2001 Nissan Frontier XE

New Braunfels, TX

UnscoredInsufficient · 0
$4,999243,000 mi

New Braunfels, TX

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

Taylor, TX

UnscoredLimited · 15
$5,000195,450 mi

Comparison: 15 similar vehicles

Taylor, TX

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Pflugerville, TX

UnscoredLimited · 8
$5,450112,322 mi

Comparison: 8 similar vehicles

Pflugerville, 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

Liberty Hill, TX

UnscoredLimited · 6
$5,900138,000 mi

Comparison: 6 similar vehicles

Liberty Hill, TX

2007 Nissan Frontier LE

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

2007 Nissan Frontier LE

Manor, TX

UnscoredLimited · 7
$5,900181,493 mi

Comparison: 7 similar vehicles

Manor, TX

2009 Chevrolet Silverado 1500 LS

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

2009 Chevrolet Silverado 1500 LS

Hutto, TX

UnscoredLimited · 15
$5,995223,130 mi

Comparison: 15 similar vehicles

Hutto, TX

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Marble Falls, TX

UnscoredInsufficient · 3
$6,199113,558 mi

Comparison: 3 similar vehicles

Marble Falls, TX

2010 Ford F-350 Super Duty XL

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

2010 Ford F-350 Super Duty XL

New Braunfels, TX

UnscoredInsufficient · 0
$6,222163,650 mi

New Braunfels, TX

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Austin, TX

UnscoredInsufficient · 0
$6,425167,418 mi

Austin, TX

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Seguin, TX

UnscoredInsufficient · 0
$6,500333,693 mi

Seguin, TX

2000 Ford Ranger XLT

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

2000 Ford Ranger XLT

Leander, TX

UnscoredInsufficient · 0
$6,500128,389 mi

Leander, TX

2003 Ford F-250 Super Duty Lariat

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

2003 Ford F-250 Super Duty Lariat

New Braunfels, TX

UnscoredInsufficient · 0
$6,520189,026 mi

New Braunfels, TX

2007 Chevrolet Silverado Classic 2500HD Work

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

2007 Chevrolet Silverado Classic 2500HD Work

Liberty Hill, TX

UnscoredInsufficient · 0
$6,600225,000 mi

Liberty Hill, 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

Hutto, TX

UnscoredLimited · 5
$6,750266,330 mi

Comparison: 5 similar vehicles

Hutto, TX

2005 Chevrolet Silverado 2500HD LT

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

2005 Chevrolet Silverado 2500HD LT

Liberty Hill, TX

UnscoredLimited · 6
$6,799185,731 mi

Comparison: 6 similar vehicles

Liberty Hill, TX

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

San Antonio, TX

UnscoredInsufficient · 3
$6,800186,999 mi

Comparison: 3 similar vehicles

San Antonio, TX

2009 Ford F-350 Super Duty Chassis Cab XL

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

2009 Ford F-350 Super Duty Chassis Cab XL

New Braunfels, TX

UnscoredInsufficient · 3
$6,888203,969 mi

Comparison: 3 similar vehicles

New Braunfels, 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

Dale, TX

UnscoredModerate · 45
$6,900163,933 mi

Comparison: 45 similar vehicles

Dale, TX

2009 Nissan Frontier SE

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

2009 Nissan Frontier SE

Round Rock, TX

UnscoredLimited · 19
$6,950171,416 mi

Comparison: 19 similar vehicles

Round Rock, TX

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Round Rock, TX

UnscoredLimited · 7
$6,977141,347 mi

Comparison: 7 similar vehicles

Round Rock, 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

Austin, TX

UnscoredModerate · 20
$6,995237,934 mi

Comparison: 20 similar vehicles

Austin, TX

2008 Ford F-450 Super Duty Chassis Cab XLT

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

2008 Ford F-450 Super Duty Chassis Cab XLT

New Braunfels, TX

UnscoredInsufficient · 0
$6,995348,252 mi

New Braunfels, TX

2007 GMC Sierra 1500 SLE1

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

2007 GMC Sierra 1500 SLE1

Austin, TX

UnscoredInsufficient · 4
$7,000153,000 mi

Comparison: 4 similar vehicles

Austin, TX

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

New Braunfels, TX

UnscoredLimited · 6
$7,044286,211 mi

Comparison: 6 similar vehicles

New Braunfels, 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

Pflugerville, TX

UnscoredLimited · 8
$7,200124,231 mi

Comparison: 8 similar vehicles

Pflugerville, TX

2007 Toyota Tundra Limited

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

2007 Toyota Tundra Limited

Georgetown, TX

UnscoredLimited · 5
$7,223310,198 mi

Comparison: 5 similar vehicles

Georgetown, TX

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Hutto, TX

UnscoredInsufficient · 4
$7,250129,440 mi

Comparison: 4 similar vehicles

Hutto, TX

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Austin, TX

UnscoredInsufficient · 3
$7,350168,963 mi

Comparison: 3 similar vehicles

Austin, TX

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

Austin, TX

UnscoredModerate · 27
$7,450162,100 mi

Comparison: 27 similar vehicles

Austin, 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

Pflugerville, TX

UnscoredLimited · 13
$7,450142,333 mi

Comparison: 13 similar vehicles

Pflugerville, 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

Austin, TX

UnscoredInsufficient · 4
$7,499233,061 mi

Comparison: 4 similar vehicles

Austin, TX

2004 Dodge Ram 1500 Pickup Laramie

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

2004 Dodge Ram 1500 Pickup Laramie

Bulverde, TX

UnscoredInsufficient · 0
$7,500132,258 mi

Bulverde, TX

2013 Honda Ridgeline RTS

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

2013 Honda Ridgeline RTS

Spicewood, TX

UnscoredLimited · 7
$7,890172,143 mi

Comparison: 7 similar vehicles

Spicewood, TX

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Austin, TX

UnscoredLimited · 8
$7,899215,491 mi

Comparison: 8 similar vehicles

Austin, TX

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

Pflugerville, TX

UnscoredLimited · 16
$7,950138,183 mi

Comparison: 16 similar vehicles

Pflugerville, TX

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Austin, TX

UnscoredRobust · 60
$7,950237,387 mi

Comparison: 60 similar vehicles

Austin, TX

2006 Chevrolet Silverado 1500 LS2

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

2006 Chevrolet Silverado 1500 LS2

Austin, TX

UnscoredInsufficient · 3
$7,950272,122 mi

Comparison: 3 similar vehicles

Austin, TX

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

Austin, TX

UnscoredLimited · 5
$7,950299,285 mi

Comparison: 5 similar vehicles

Austin, TX

2012 RAM 1500 Pickup Tradesman

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

2012 RAM 1500 Pickup Tradesman

Austin, TX

UnscoredInsufficient · 4
$7,995182,160 mi

Comparison: 4 similar vehicles

Austin, TX

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

Buda, TX

UnscoredLimited · 5
$7,999131,038 mi

Comparison: 5 similar vehicles

Buda, TX

2010 Ford Explorer Sport Trac XLT

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

2010 Ford Explorer Sport Trac XLT

Marble Falls, TX

UnscoredInsufficient · 3
$8,000180,757 mi

Comparison: 3 similar vehicles

Marble Falls, TX

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

Bastrop, TX

UnscoredLimited · 14
$8,195124,307 mi

Comparison: 14 similar vehicles

Bastrop, TX

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Marble Falls, TX

UnscoredInsufficient · 0
$8,199112,819 mi

Marble Falls, TX

2003 Toyota Tundra SR5

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

2003 Toyota Tundra SR5

Austin, TX

UnscoredInsufficient · 0
$8,220175,185 mi

Austin, TX

2004 Dodge Dakota Base

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

2004 Dodge Dakota Base

San Antonio, TX

UnscoredInsufficient · 0
$8,50086,457 mi

San Antonio, 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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