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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

3,123 listings found

2011 Chevrolet Traverse 2LT

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

2011 Chevrolet Traverse 2LT

Angleton, TX

UnscoredInsufficient · 0
$2,500232,000 mi

Angleton, TX

2004 Buick Rendezvous CX

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

2004 Buick Rendezvous CX

Rosenberg, TX

UnscoredInsufficient · 0
$2,995180,241 mi

Rosenberg, TX

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

2014 Nissan JUKE SV

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

2014 Nissan JUKE SV

Rosenberg, TX

UnscoredLimited · 7
$4,950119,960 mi

Comparison: 7 similar vehicles

Rosenberg, TX

2009 Suzuki SX4 Crossover Base

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

2009 Suzuki SX4 Crossover Base

Rosenberg, TX

UnscoredInsufficient · 0
$5,450107,509 mi

Rosenberg, 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

2016 FIAT 500X Trekking

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

2016 FIAT 500X Trekking

Rosenberg, TX

UnscoredInsufficient · 0
$5,950129,326 mi

Rosenberg, TX

2015 Volvo XC60 Premier

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

2015 Volvo XC60 Premier

Rosenberg, TX

UnscoredInsufficient · 3
$5,950152,332 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Rosenberg, TX

UnscoredInsufficient · 4
$5,995151,825 mi

Comparison: 4 similar vehicles

Rosenberg, 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

2016 Mitsubishi Outlander Sport ES

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

2016 Mitsubishi Outlander Sport ES

Rosenberg, TX

UnscoredInsufficient · 3
$6,250113,415 mi

Comparison: 3 similar vehicles

Rosenberg, 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 · 36 days listed (based on current market benchmarks)

El Campo, TX

2007 Ford Explorer Limited

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

2007 Ford Explorer Limited

Rosenberg, TX

UnscoredInsufficient · 0
$6,500152,182 mi

Rosenberg, TX

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Rosenberg, TX

UnscoredInsufficient · 0
$6,900Mileage not verified

Rosenberg, TX

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Angleton, TX

UnscoredInsufficient · 4
$6,995121,445 mi

Comparison: 4 similar vehicles

Angleton, TX

2009 Toyota RAV4 Limited

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

2009 Toyota RAV4 Limited

Rosenberg, TX

UnscoredInsufficient · 4
$6,995197,325 mi

Comparison: 4 similar vehicles

Rosenberg, 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

2016 Lincoln MKT EcoBoost

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

2016 Lincoln MKT EcoBoost

Rosenberg, TX

UnscoredInsufficient · 0
$7,950110,517 mi

Rosenberg, TX

2013 Lincoln MKT EcoBoost

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

2013 Lincoln MKT EcoBoost

Rosenberg, TX

UnscoredInsufficient · 0
$7,950109,297 mi

Rosenberg, TX

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Angleton, TX

UnscoredInsufficient · 0
$7,995179 mi

Angleton, TX

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Rosenberg, TX

UnscoredInsufficient · 0
$7,995178,419 mi

Rosenberg, TX

2017 Dodge Journey Crossroad Plus

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

2017 Dodge Journey Crossroad Plus

Rosenberg, TX

UnscoredLimited · 10
$7,999172,261 mi

Comparison: 10 similar vehicles

Rosenberg, TX

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Rosenberg, TX

UnscoredInsufficient · 3
$7,999158,360 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2006 Lexus RX 330

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

2006 Lexus RX 330

Rosenberg, TX

UnscoredInsufficient · 3
$7,999226,857 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2010 Jeep Wrangler Unlimited Sahara

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

2010 Jeep Wrangler Unlimited Sahara

Angleton, TX

UnscoredInsufficient · 4
$8,000127,260 mi

Comparison: 4 similar vehicles

Angleton, TX

2008 Lincoln Navigator Base

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

2008 Lincoln Navigator Base

Rosenberg, TX

UnscoredInsufficient · 0
$8,450150,000 mi

Rosenberg, TX

2016 Volvo XC60 Premier

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

2016 Volvo XC60 Premier

Rosenberg, TX

UnscoredLimited · 6
$8,750113,913 mi

Comparison: 6 similar vehicles

Rosenberg, TX

2018 Hyundai Santa Fe Sport

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

2018 Hyundai Santa Fe Sport

Freeport, TX

UnscoredModerate · 43
$8,900120,800 mi

Comparison: 43 similar vehicles

Freeport, TX

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Rosenberg, TX

Fair PriceModerate · 36
$8,950118,984 mi

Market: $3,500 – $15,995

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Rosenberg, TX

2013 Mazda CX-5 Touring

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

2013 Mazda CX-5 Touring

Rosenberg, TX

UnscoredLimited · 5
$8,950133,072 mi

Comparison: 5 similar vehicles

Rosenberg, TX

2016 Jeep Cherokee Sport

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

2016 Jeep Cherokee Sport

Rosenberg, TX

UnscoredInsufficient · 3
$8,995133,281 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2003 Saturn VUE Base

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

2003 Saturn VUE Base

Rosenberg, TX

UnscoredInsufficient · 0
$8,995138,888 mi

Rosenberg, TX

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Angleton, TX

UnscoredInsufficient · 0
$8,999172 mi

Angleton, TX

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Rosenberg, TX

UnscoredLimited · 6
$8,999152,930 mi

Comparison: 6 similar vehicles

Rosenberg, TX

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Rosenberg, TX

OverpricedLimited · 10
$8,999129,783 mi

Market: $5,231 – $8,995

Comparison: 10 similar vehicles

Rosenberg, TX

2010 Mazda CX-7 i Sport

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

2010 Mazda CX-7 i Sport

Rosenberg, TX

OverpricedModerate · 22
$8,99980,630 mi

Market: $8,000 – $8,225

Comparison: 22 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Rosenberg, TX

2017 INFINITI QX50 Base

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

2017 INFINITI QX50 Base

Rosenberg, TX

UnscoredLimited · 16
$9,005152,848 mi

Comparison: 16 similar vehicles

Rosenberg, TX

2017 Ford Escape SE

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

2017 Ford Escape SE

Rosenberg, TX

Fair PriceRobust · 102
$9,224112,825 mi

Market: $5,299 – $14,995

Comparison: 102 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Rosenberg, TX

2016 Mazda CX-5 Grand Touring

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

2016 Mazda CX-5 Grand Touring

Rosenberg, TX

UnscoredLimited · 15
$9,250170,501 mi

Comparison: 15 similar vehicles

Rosenberg, TX

2016 FIAT 500X Easy

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

2016 FIAT 500X Easy

Rosenberg, TX

UnscoredInsufficient · 3
$9,25061,357 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2015 Land Rover LR4 HSE

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

2015 Land Rover LR4 HSE

Rosenberg, TX

UnscoredInsufficient · 3
$9,250136,049 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2018 Nissan Kicks SV

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

2018 Nissan Kicks SV

Rosenberg, TX

UnscoredLimited · 11
$9,651125,041 mi

Comparison: 11 similar vehicles

Rosenberg, TX

2013 Mazda CX-5 Grand Touring

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

2013 Mazda CX-5 Grand Touring

Rosenberg, TX

UnscoredInsufficient · 4
$9,750116,196 mi

Comparison: 4 similar vehicles

Rosenberg, TX

2017 Hyundai Santa Fe SE

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

2017 Hyundai Santa Fe SE

Rosenberg, TX

UnscoredLimited · 5
$9,95091,975 mi

Comparison: 5 similar vehicles

Rosenberg, TX

2016 Ford Explorer Sport

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

2016 Ford Explorer Sport

Angleton, TX

UnscoredLimited · 5
$9,995Mileage not verified

Comparison: 5 similar vehicles

Angleton, TX

2013 Dodge Durango SXT

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

2013 Dodge Durango SXT

Rosenberg, TX

UnscoredLimited · 7
$9,995250,194 mi

Comparison: 7 similar vehicles

Rosenberg, TX

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Clute, TX

UnscoredModerate · 26
$9,995140,451 mi

Comparison: 26 similar vehicles

Clute, 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 · 32
$9,995104,835 mi

Market: $2,899 – $14,562

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 139 days listed (based on current market benchmarks)

Palacios, TX

2011 Chevrolet Equinox LS

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

2011 Chevrolet Equinox LS

Angleton, TX

UnscoredLimited · 6
$9,995140,650 mi

Comparison: 6 similar vehicles

Angleton, 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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