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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

753 listings found

2015 Ford Fiesta S

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

2015 Ford Fiesta S

El Campo, TX

UnscoredInsufficient · 0
$3,250179,045 mi

El Campo, TX

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Rosenberg, TX

UnscoredInsufficient · 3
$4,125233,729 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2013 Hyundai Azera Base

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

2013 Hyundai Azera Base

Rosenberg, TX

UnscoredInsufficient · 3
$4,950112,315 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Rosenberg, TX

UnscoredInsufficient · 0
$4,995167,602 mi

Rosenberg, TX

2006 Cadillac CTS 3.6

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

2006 Cadillac CTS 3.6

Port Lavaca, TX

UnscoredLimited · 5
$5,000176,031 mi

Comparison: 5 similar vehicles

Port Lavaca, TX

2014 Nissan Versa Sedan SV

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

2014 Nissan Versa Sedan SV

Rosenberg, TX

UnscoredLimited · 9
$5,495106,815 mi

Comparison: 9 similar vehicles

Rosenberg, TX

2006 Cadillac CTS 3.6

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

2006 Cadillac CTS 3.6

Port Lavaca, TX

UnscoredLimited · 5
$5,500100,757 mi

Comparison: 5 similar vehicles

Port Lavaca, TX

2004 Volvo S80 2.9 A

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

2004 Volvo S80 2.9 A

Rosenberg, TX

UnscoredInsufficient · 0
$5,500117,513 mi

Rosenberg, TX

2014 Ford Fusion SE

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

2014 Ford Fusion SE

El Campo, TX

UnscoredRobust · 51
$5,900121,425 mi

Comparison: 51 similar vehicles

El Campo, TX

2008 Ford Fusion SEL

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

2008 Ford Fusion SEL

Rosenberg, TX

UnscoredInsufficient · 3
$5,99980,000 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2013 Lincoln MKS Base

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

2013 Lincoln MKS Base

Rosenberg, TX

UnscoredLimited · 5
$6,250125,120 mi

Comparison: 5 similar vehicles

Rosenberg, TX

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

El Campo, TX

Fair PriceRobust · 115
$6,95099,207 mi

Market: $4,500 – $20,995

Comparison: 115 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

2013 Ford Taurus Limited

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

2013 Ford Taurus Limited

Rosenberg, TX

UnscoredInsufficient · 0
$6,950132,035 mi

Rosenberg, TX

2015 Chevrolet Malibu 1LS

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

2015 Chevrolet Malibu 1LS

Freeport, TX

UnscoredLimited · 10
$7,200147,525 mi

Comparison: 10 similar vehicles

Freeport, TX

2011 Mercedes-Benz E-Class E350 Luxury

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

2011 Mercedes-Benz E-Class E350 Luxury

Rosenberg, TX

UnscoredLimited · 7
$7,250123,707 mi

Comparison: 7 similar vehicles

Rosenberg, TX

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Lake Jackson, TX

UnscoredLimited · 7
$7,99475,956 mi

Comparison: 7 similar vehicles

Lake Jackson, TX

2015 Audi A3 Sedan Premium Plus

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

2015 Audi A3 Sedan Premium Plus

Rosenberg, TX

UnscoredInsufficient · 3
$7,995115,000 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2009 INFINITI G Sedan 37x

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

2009 INFINITI G Sedan 37x

Angleton, TX

UnscoredInsufficient · 0
$7,995178,000 mi

Angleton, TX

2007 Honda Accord EX

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

2007 Honda Accord EX

Clute, TX

UnscoredInsufficient · 4
$7,995180,833 mi

Comparison: 4 similar vehicles

Clute, TX

2015 Mazda MAZDA6 i Grand Touring

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

2015 Mazda MAZDA6 i Grand Touring

Rosenberg, TX

UnscoredInsufficient · 3
$8,450138,700 mi

Comparison: 3 similar vehicles

Rosenberg, TX

2014 Chevrolet Impala 2LZ

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

2014 Chevrolet Impala 2LZ

Freeport, TX

UnscoredInsufficient · 3
$8,500176,150 mi

Comparison: 3 similar vehicles

Freeport, TX

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Rosenberg, TX

UnscoredLimited · 9
$8,69988,657 mi

Comparison: 9 similar vehicles

Rosenberg, TX

2014 Cadillac CTS Sedan V-Sport Premium

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

2014 Cadillac CTS Sedan V-Sport Premium

Rosenberg, TX

UnscoredInsufficient · 0
$8,795148,500 mi

Rosenberg, TX

2008 Jaguar XJ Series XJ8 L

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

2008 Jaguar XJ Series XJ8 L

Rosenberg, TX

UnscoredInsufficient · 0
$8,900152,507 mi

Rosenberg, TX

2019 Chevrolet Sonic LT

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

2019 Chevrolet Sonic LT

Rosenberg, TX

UnscoredLimited · 5
$8,950112,660 mi

Comparison: 5 similar vehicles

Rosenberg, TX

2016 BMW 5 Series 528i

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

2016 BMW 5 Series 528i

Rosenberg, TX

Fair PriceModerate · 30
$8,950116,804 mi

Market: $7,500 – $19,977

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Rosenberg, TX

2013 Chevrolet Malibu Fleet

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

2013 Chevrolet Malibu Fleet

Clute, TX

UnscoredInsufficient · 0
$8,995146,205 mi

Clute, TX

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Angleton, TX

UnscoredInsufficient · 4
$8,995147,164 mi

Comparison: 4 similar vehicles

Angleton, TX

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Angleton, TX

UnscoredInsufficient · 4
$8,995133,396 mi

Comparison: 4 similar vehicles

Angleton, TX

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Angleton, TX

Fair PriceLimited · 10
$8,995105,897 mi

Market: $7,850 – $11,895

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Angleton, TX

2008 Honda Civic EX

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

2008 Honda Civic EX

Clute, TX

UnscoredInsufficient · 3
$8,995167,329 mi

Comparison: 3 similar vehicles

Clute, TX

2007 Ford Focus ZX4 S

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

2007 Ford Focus ZX4 S

Rosenberg, TX

UnscoredInsufficient · 4
$8,995114,605 mi

Comparison: 4 similar vehicles

Rosenberg, TX

2005 Ford Crown Victoria LX

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

2005 Ford Crown Victoria LX

Angleton, TX

UnscoredInsufficient · 0
$8,995172,101 mi

Angleton, TX

1999 Jaguar XJ Series XJ8

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

1999 Jaguar XJ Series XJ8

Rosenberg, TX

UnscoredInsufficient · 0
$8,99998,290 mi

Rosenberg, TX

2007 Honda Accord 3.0 SE

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

2007 Honda Accord 3.0 SE

Rosenberg, TX

UnscoredInsufficient · 0
$9,000Mileage not verified

Rosenberg, TX

2017 Nissan Altima S

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

2017 Nissan Altima S

Rosenberg, TX

Fair PriceModerate · 21
$9,365105,028 mi

Market: $5,999 – $11,995

Comparison: 21 similar vehicles

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

Rosenberg, TX

2011 Jaguar XJ Base

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

2011 Jaguar XJ Base

El Campo, TX

UnscoredInsufficient · 0
$9,750125,123 mi

El Campo, TX

2015 Toyota Corolla S Plus

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

2015 Toyota Corolla S Plus

Richmond, TX

UnscoredModerate · 37
$9,825173,968 mi

Comparison: 37 similar vehicles

Richmond, TX

2013 Jaguar XF Supercharged

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

2013 Jaguar XF Supercharged

Rosenberg, TX

UnscoredInsufficient · 0
$9,950103,864 mi

Rosenberg, TX

2017 Nissan Maxima SV

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

2017 Nissan Maxima SV

Rosenberg, TX

Salvage title
$9,980138,983 mi

Rosenberg, TX

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Rosenberg, TX

UnscoredLimited · 8
$9,98075,915 mi

Comparison: 8 similar vehicles

Rosenberg, TX

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Lake Jackson, TX

Fair PriceRobust · 65
$9,993110,701 mi

Market: $2,500 – $24,120

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Lake Jackson, TX

2018 Nissan Sentra SV

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

2018 Nissan Sentra SV

Brazoria, TX

OverpricedLimited · 11
$9,995164,752 mi

Market: $3,500 – $9,599

Comparison: 11 similar vehicles

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

Brazoria, TX

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Clute, TX

Fair PriceRobust · 51
$9,995119,666 mi

Market: $4,900 – $18,000

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Clute, TX

2014 Chevrolet Impala 1LT

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

2014 Chevrolet Impala 1LT

Rosenberg, TX

UnscoredInsufficient · 4
$9,995148,075 mi

Comparison: 4 similar vehicles

Rosenberg, TX

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Rosenberg, TX

UnscoredLimited · 7
$9,995163,909 mi

Comparison: 7 similar vehicles

Rosenberg, TX

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Clute, TX

Fair PriceLimited · 16
$9,995107,512 mi

Market: $5,000 – $10,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Clute, TX

2012 Chevrolet Malibu 2LT

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

2012 Chevrolet Malibu 2LT

Rosenberg, TX

UnscoredInsufficient · 4
$9,995153,609 mi

Comparison: 4 similar vehicles

Rosenberg, TX

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Rosenberg, TX

OverpricedModerate · 24
$9,99598,242 mi

Market: $3,299 – $7,900

Comparison: 24 similar vehicles

Priced ~27% above the typical market range for similar vehicles (based on current market benchmarks)

Rosenberg, TX

2011 Hyundai Elantra GLS

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

2011 Hyundai Elantra GLS

Rosenberg, TX

UnscoredInsufficient · 4
$9,995157,654 mi

Comparison: 4 similar vehicles

Rosenberg, 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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