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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

1,318 listings found

2005 Acura MDX Touring Package

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

2005 Acura MDX Touring Package

Palacios, TX

UnscoredInsufficient · 0
$3,995244,727 mi

Palacios, TX

2004 Ford Expedition XLT

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

2004 Ford Expedition XLT

Victoria, TX

UnscoredInsufficient · 0
$4,444238,067 mi

Victoria, TX

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Victoria, TX

UnscoredModerate · 22
$4,999210,000 mi

Comparison: 22 similar vehicles

Victoria, TX

2016 Kia Sorento LX

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

2016 Kia Sorento LX

El Campo, TX

UnscoredLimited · 14
$5,900195,302 mi

Comparison: 14 similar vehicles

El Campo, TX

2014 Chevrolet Suburban LS

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

2014 Chevrolet Suburban LS

Palacios, TX

UnscoredInsufficient · 0
$5,995289,358 mi

Palacios, TX

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

El Campo, TX

Fair PriceModerate · 46
$6,499119,909 mi

Market: $3,600 – $14,495

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

El Campo, TX

2009 Nissan Rogue S

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

2009 Nissan Rogue S

Victoria, TX

UnscoredInsufficient · 3
$6,777100,896 mi

Comparison: 3 similar vehicles

Victoria, TX

2017 Nissan Pathfinder S

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

2017 Nissan Pathfinder S

Victoria, TX

UnscoredLimited · 19
$6,900165,749 mi

Comparison: 19 similar vehicles

Victoria, TX

2012 Mercedes-Benz GLK-Class GLK350

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

2012 Mercedes-Benz GLK-Class GLK350

Victoria, TX

UnscoredLimited · 6
$6,994136,506 mi

Comparison: 6 similar vehicles

Victoria, TX

2003 Ford Excursion Limited

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

2003 Ford Excursion Limited

Palacios, TX

UnscoredInsufficient · 0
$6,995215,986 mi

Palacios, TX

2010 Ford Expedition XLT

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

2010 Ford Expedition XLT

Palacios, TX

UnscoredInsufficient · 0
$6,996146,010 mi

Palacios, TX

2013 Mazda CX-9 Sport

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

2013 Mazda CX-9 Sport

Bay City, TX

UnscoredInsufficient · 0
$7,445155,000 mi

Bay City, TX

2011 Mazda CX-7 i Touring

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

2011 Mazda CX-7 i Touring

Victoria, TX

UnscoredInsufficient · 0
$7,999135,567 mi

Victoria, TX

2021 Chevrolet Trax LT

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

2021 Chevrolet Trax LT

Victoria, TX

UnscoredModerate · 32
$8,500139,780 mi

Comparison: 32 similar vehicles

Victoria, TX

2016 Toyota RAV4 LE

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

2016 Toyota RAV4 LE

Victoria, TX

UnscoredModerate · 30
$8,995145,292 mi

Comparison: 30 similar vehicles

Victoria, TX

2011 Hyundai Santa Fe GLS

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

2011 Hyundai Santa Fe GLS

Victoria, TX

UnscoredInsufficient · 0
$8,999130,815 mi

Victoria, TX

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Victoria, TX

UnscoredInsufficient · 4
$8,99992,106 mi

Comparison: 4 similar vehicles

Victoria, TX

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Victoria, TX

UnscoredInsufficient · 3
$8,99989,664 mi

Comparison: 3 similar vehicles

Victoria, TX

2013 Ford Edge SE

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

2013 Ford Edge SE

Victoria, TX

Fair PriceLimited · 16
$9,215110,624 mi

Market: $5,750 – $11,950

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Victoria, TX

2015 Chevrolet Tahoe LS

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

2015 Chevrolet Tahoe LS

Victoria, TX

UnscoredLimited · 10
$9,500207,510 mi

Comparison: 10 similar vehicles

Victoria, TX

2018 Nissan Murano SL

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

2018 Nissan Murano SL

Victoria, TX

UnscoredLimited · 15
$9,788204,647 mi

Comparison: 15 similar vehicles

Victoria, TX

2020 Nissan Pathfinder S

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

2020 Nissan Pathfinder S

Victoria, TX

Fair PriceLimited · 13
$9,900119,610 mi

Market: $8,800 – $22,495

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Victoria, TX

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Palacios, TX

Fair PriceModerate · 39
$9,995104,835 mi

Market: $2,899 – $14,562

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Palacios, TX

2011 Cadillac SRX Base

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

2011 Cadillac SRX Base

Palacios, TX

UnscoredInsufficient · 0
$9,99599,507 mi

Palacios, TX

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Victoria, TX

Fair PriceModerate · 21
$9,999116,583 mi

Market: $3,995 – $10,998

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Victoria, TX

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Victoria, TX

UnscoredModerate · 28
$9,999151,874 mi

Comparison: 28 similar vehicles

Victoria, TX

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Victoria, TX

UnscoredModerate · 25
$9,999136,308 mi

Comparison: 25 similar vehicles

Victoria, TX

2011 Nissan Murano S

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

2011 Nissan Murano S

Victoria, TX

UnscoredInsufficient · 0
$9,999135,637 mi

Victoria, TX

2020 Mitsubishi Outlander SEL

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

2020 Mitsubishi Outlander SEL

Victoria, TX

UnscoredModerate · 23
$10,900120,429 mi

Comparison: 23 similar vehicles

Victoria, TX

2020 Chevrolet Trax LT

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

2020 Chevrolet Trax LT

El Campo, TX

Fair PriceModerate · 42
$10,98191,000 mi

Market: $7,500 – $24,270

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

El Campo, TX

2015 INFINITI QX60 Base

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

2015 INFINITI QX60 Base

Brazoria, TX

UnscoredRobust · 69
$10,995201,012 mi

Comparison: 69 similar vehicles

Brazoria, TX

2012 Toyota Highlander Base

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

2012 Toyota Highlander Base

Victoria, TX

UnscoredModerate · 28
$10,999187,222 mi

Comparison: 28 similar vehicles

Victoria, TX

2019 Ford Escape S

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

2019 Ford Escape S

Bay City, TX

Fair PriceRobust · 57
$11,94573,809 mi

Market: $7,995 – $12,969

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Bay City, TX

2011 Toyota Venza Base

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

2011 Toyota Venza Base

Brazoria, TX

OverpricedLimited · 14
$11,995135,691 mi

Market: $7,990 – $11,574

Comparison: 14 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Brazoria, TX

2011 Mazda CX-7 i SV

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

2011 Mazda CX-7 i SV

Victoria, TX

UnscoredInsufficient · 3
$11,99963,668 mi

Comparison: 3 similar vehicles

Victoria, TX

2015 Jeep Cherokee Trailhawk

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

2015 Jeep Cherokee Trailhawk

El Campo, TX

Fair PriceLimited · 14
$12,21498,550 mi

Market: $7,660 – $13,225

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 160 days listed (based on current market benchmarks)

El Campo, TX

2019 Dodge Durango GT Plus

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

2019 Dodge Durango GT Plus

Victoria, TX

UnscoredModerate · 28
$12,494156,508 mi

Comparison: 28 similar vehicles

Victoria, TX

2020 Ford Escape SEL

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

2020 Ford Escape SEL

El Campo, TX

Fair PriceModerate · 32
$12,698106,024 mi

Market: $10,002 – $21,232

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

El Campo, TX

2014 Toyota RAV4 XLE

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

2014 Toyota RAV4 XLE

Brazoria, TX

UnscoredModerate · 35
$12,995172,643 mi

Comparison: 35 similar vehicles

Brazoria, TX

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Victoria, TX

Fair PriceModerate · 48
$12,99991,735 mi

Market: $3,600 – $14,495

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Victoria, TX

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Victoria, TX

Fair PriceModerate · 25
$13,500101,888 mi

Market: $3,599 – $13,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Victoria, TX

2021 Kia Seltos LX

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

2021 Kia Seltos LX

Brazoria, TX

UnscoredInsufficient · 0
$13,995115,687 mi

Brazoria, TX

2020 GMC Terrain SLT

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

2020 GMC Terrain SLT

Brazoria, TX

UnscoredRobust · 61
$13,995141,351 mi

Comparison: 61 similar vehicles

Brazoria, TX

2019 Lincoln Nautilus Reserve

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

2019 Lincoln Nautilus Reserve

Victoria, TX

UnscoredModerate · 37
$13,995125,692 mi

Comparison: 37 similar vehicles

Victoria, TX

2012 Ford Explorer XLT

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

2012 Ford Explorer XLT

Brazoria, TX

OverpricedLimited · 12
$13,995122,560 mi

Market: $6,487 – $10,795

Comparison: 12 similar vehicles

Priced ~30% above the typical market range for similar vehicles (based on current market benchmarks)

Brazoria, TX

2008 Jeep Wrangler Unlimited Sahara

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

2008 Jeep Wrangler Unlimited Sahara

Brazoria, TX

UnscoredLimited · 5
$13,995187,079 mi

Comparison: 5 similar vehicles

Brazoria, TX

2020 Jeep Cherokee Latitude

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

2020 Jeep Cherokee Latitude

Victoria, TX

UnscoredModerate · 24
$13,999121,878 mi

Comparison: 24 similar vehicles

Victoria, TX

2018 Jeep Grand Cherokee Limited

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

2018 Jeep Grand Cherokee Limited

Victoria, TX

UnscoredRobust · 81
$13,999139,605 mi

Comparison: 81 similar vehicles

Victoria, TX

2015 Jeep Grand Cherokee Overland

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

2015 Jeep Grand Cherokee Overland

Victoria, TX

UnscoredModerate · 23
$13,999141,736 mi

Comparison: 23 similar vehicles

Victoria, TX

2020 Nissan Rogue SL

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

2020 Nissan Rogue SL

Wharton, TX

Fair PriceLimited · 13
$14,202116,654 mi

Market: $11,995 – $22,250

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 160 days listed (based on current market benchmarks)

Wharton, 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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