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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

165 listings found

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Houston, TX

UnscoredInsufficient · 3
$4,500162,322 mi

Comparison: 3 similar vehicles

Houston, TX

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

La Marque, TX

UnscoredLimited · 15
$5,995181,975 mi

Comparison: 15 similar vehicles

La Marque, TX

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Galveston, TX

UnscoredInsufficient · 0
$6,500129,755 mi

Galveston, TX

2014 Kia Forte Koup SX

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

2014 Kia Forte Koup SX

Galveston, TX

UnscoredInsufficient · 0
$6,995Mileage not verified

Galveston, TX

2012 Chevrolet Camaro 2LT

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

2012 Chevrolet Camaro 2LT

La Marque, TX

UnscoredLimited · 8
$6,995189,740 mi

Comparison: 8 similar vehicles

La Marque, TX

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Houston, TX

UnscoredInsufficient · 0
$7,50036,195 mi

Houston, TX

2003 Chevrolet Monte Carlo SS

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

2003 Chevrolet Monte Carlo SS

Beaumont, TX

UnscoredInsufficient · 4
$7,950Mileage not verified

Comparison: 4 similar vehicles

Beaumont, TX

2010 Ford Mustang GT

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

2010 Ford Mustang GT

La Marque, TX

UnscoredLimited · 10
$7,995168,733 mi

Comparison: 10 similar vehicles

La Marque, TX

2014 Honda Accord EX-L

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

2014 Honda Accord EX-L

Galveston, TX

Fair PriceLimited · 18
$8,500Mileage not verified

Market: $6,995 – $18,998

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Galveston, TX

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Dickinson, TX

UnscoredLimited · 6
$8,995138,221 mi

Comparison: 6 similar vehicles

Dickinson, TX

2011 Honda Accord EX-L V6

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

2011 Honda Accord EX-L V6

Beaumont, TX

UnscoredLimited · 6
$8,995160,004 mi

Comparison: 6 similar vehicles

Beaumont, TX

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Houston, TX

UnscoredInsufficient · 4
$9,00075,880 mi

Comparison: 4 similar vehicles

Houston, TX

2013 Dodge Challenger R/T

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

2013 Dodge Challenger R/T

Baytown, TX

UnscoredInsufficient · 4
$9,500174,670 mi

Comparison: 4 similar vehicles

Baytown, TX

2012 Honda Civic EX-L

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

2012 Honda Civic EX-L

Galveston, TX

UnscoredInsufficient · 4
$9,500Mileage not verified

Comparison: 4 similar vehicles

Galveston, TX

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

La Marque, TX

UnscoredLimited · 8
$9,595196,007 mi

Comparison: 8 similar vehicles

La Marque, TX

2016 Honda Civic LX-P

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

2016 Honda Civic LX-P

La Porte, TX

UnscoredLimited · 5
$10,220195,857 mi

Comparison: 5 similar vehicles

La Porte, TX

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Baytown, TX

UnscoredLimited · 8
$11,500137,538 mi

Comparison: 8 similar vehicles

Baytown, TX

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Houston, TX

Fair PriceLimited · 13
$12,500120,000 mi

Market: $11,500 – $17,500

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 115 days listed (based on current market benchmarks)

Houston, TX

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Lumberton, TX

UnscoredLimited · 18
$12,995145,517 mi

Comparison: 18 similar vehicles

Lumberton, TX

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Baytown, TX

UnscoredLimited · 15
$12,995146,147 mi

Comparison: 15 similar vehicles

Baytown, TX

2015 Dodge Challenger R/T

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

2015 Dodge Challenger R/T

Baytown, TX

UnscoredLimited · 6
$13,995174,148 mi

Comparison: 6 similar vehicles

Baytown, TX

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

Port Arthur, TX

UnscoredLimited · 9
$13,999108,253 mi

Comparison: 9 similar vehicles

Port Arthur, TX

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Baytown, TX

Fair PriceLimited · 11
$14,995119,421 mi

Market: $5,950 – $24,145

Comparison: 11 similar vehicles

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

Baytown, TX

2009 Nissan 370Z Touring

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

2009 Nissan 370Z Touring

Baytown, TX

UnscoredInsufficient · 0
$14,995117,200 mi

Baytown, TX

2010 Nissan 370Z Base

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

2010 Nissan 370Z Base

Baytown, TX

UnscoredInsufficient · 0
$15,59583,000 mi

Baytown, TX

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Pasadena, TX

UnscoredLimited · 13
$15,900154,871 mi

Comparison: 13 similar vehicles

Pasadena, TX

2017 Dodge Challenger SXT Plus

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

2017 Dodge Challenger SXT Plus

Baytown, TX

UnscoredInsufficient · 3
$15,99990,010 mi

Comparison: 3 similar vehicles

Baytown, TX

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

La Porte, TX

UnscoredLimited · 5
$16,495148,237 mi

Comparison: 5 similar vehicles

La Porte, TX

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Channelview, TX

UnscoredLimited · 10
$16,900148,000 mi

Comparison: 10 similar vehicles

Channelview, TX

2015 Ford Mustang GT Premium

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

2015 Ford Mustang GT Premium

La Marque, TX

UnscoredModerate · 26
$16,995139,095 mi

Comparison: 26 similar vehicles

La Marque, TX

2018 Audi A5 Coupe Prestige

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

2018 Audi A5 Coupe Prestige

Nederland, TX

UnscoredInsufficient · 0
$17,21984,519 mi

Nederland, TX

2017 Chevrolet Camaro 1SS

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

2017 Chevrolet Camaro 1SS

Baytown, TX

UnscoredLimited · 5
$17,219156,988 mi

Comparison: 5 similar vehicles

Baytown, TX

2003 Chevrolet Corvette Base

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

2003 Chevrolet Corvette Base

La Porte, TX

UnscoredInsufficient · 0
$18,000120,158 mi

La Porte, TX

2020 Honda Civic Sport

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

2020 Honda Civic Sport

Beaumont, TX

UnscoredInsufficient · 4
$18,92582,737 mi

Comparison: 4 similar vehicles

Beaumont, TX

2020 Chevrolet Camaro 1LT

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

2020 Chevrolet Camaro 1LT

Port Arthur, TX

Fair PriceLimited · 11
$19,120103,193 mi

Market: $14,999 – $23,998

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Port Arthur, TX

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Baytown, TX

UnscoredInsufficient · 3
$20,09967,684 mi

Comparison: 3 similar vehicles

Baytown, TX

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Silsbee, TX

Fair PriceModerate · 23
$20,22462,971 mi

Market: $10,495 – $23,648

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Silsbee, TX

2018 Dodge Challenger R/T Plus

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

2018 Dodge Challenger R/T Plus

Orange, TX

UnscoredInsufficient · 3
$20,500114,151 mi

Comparison: 3 similar vehicles

Orange, TX

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Beaumont, TX

Fair PriceModerate · 36
$22,02476,656 mi

Market: $15,997 – $26,995

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Beaumont, TX

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Port Arthur, TX

UnscoredLimited · 7
$23,14175,780 mi

Comparison: 7 similar vehicles

Port Arthur, TX

2022 Mercedes-Benz C-Class Coupe C 300

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

2022 Mercedes-Benz C-Class Coupe C 300

Orange, TX

UnscoredInsufficient · 0
$23,72490,176 mi

Orange, TX

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Beaumont, TX

UnscoredInsufficient · 0
$23,99955,652 mi

Beaumont, TX

2018 Audi TT Coupe Base

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

2018 Audi TT Coupe Base

Beaumont, TX

UnscoredInsufficient · 0
$24,91359,259 mi

Beaumont, TX

2024 Ford Mustang EcoBoost

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

2024 Ford Mustang EcoBoost

Baytown, TX

UnscoredLimited · 8
$27,39629,689 mi

Comparison: 8 similar vehicles

Baytown, TX

2023 Toyota GR86 Base

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

2023 Toyota GR86 Base

Beaumont, TX

UnscoredInsufficient · 0
$27,61852,283 mi

Beaumont, TX

2024 Ford Mustang EcoBoost Premium

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

2024 Ford Mustang EcoBoost Premium

Beaumont, TX

Fair PriceModerate · 24
$27,77450,506 mi

Market: $24,000 – $34,340

Comparison: 24 similar vehicles

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

Beaumont, TX

No Photo

2012 Chevrolet Camaro 2SS

Orange, TX

UnscoredInsufficient · 0
$27,81337,277 mi

Orange, TX

2017 Lexus RC 350

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

2017 Lexus RC 350

Baytown, TX

Fair PriceModerate · 24
$28,21985,867 mi

Market: $27,495 – $28,622

Comparison: 24 similar vehicles

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

Baytown, TX

2024 Mazda MX-5 Miata RF Grand Touring

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

2024 Mazda MX-5 Miata RF Grand Touring

Liberty, TX

UnscoredInsufficient · 0
$28,70240,886 mi

Liberty, TX

2020 Ford Mustang GT Premium

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

2020 Ford Mustang GT Premium

Baytown, TX

UnscoredLimited · 9
$28,93564,421 mi

Comparison: 9 similar vehicles

Baytown, TX

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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