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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

842 listings found

2012 Nissan Altima S

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

2012 Nissan Altima S

Houston, TX

UnscoredLimited · 15
$2,500164,070 mi

Comparison: 15 similar vehicles

Houston, TX

2005 Toyota Camry Solara Sport

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

2005 Toyota Camry Solara Sport

Houston, TX

UnscoredInsufficient · 0
$3,495196,768 mi

Houston, TX

2007 Honda Civic EX

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

2007 Honda Civic EX

Houston, TX

UnscoredInsufficient · 3
$4,495166,989 mi

Comparison: 3 similar vehicles

Houston, TX

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Houston, TX

UnscoredLimited · 10
$4,500142,663 mi

Comparison: 10 similar vehicles

Houston, 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

Spring, TX

UnscoredLimited · 6
$4,500195,437 mi

Comparison: 6 similar vehicles

Spring, TX

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Houston, TX

UnscoredLimited · 12
$4,950160,338 mi

Comparison: 12 similar vehicles

Houston, TX

2002 Honda Civic EX

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

2002 Honda Civic EX

Conroe, TX

UnscoredInsufficient · 0
$4,995161,460 mi

Conroe, TX

2011 Dodge Challenger SE

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

2011 Dodge Challenger SE

Spring, TX

UnscoredInsufficient · 3
$5,774199,694 mi

Comparison: 3 similar vehicles

Spring, TX

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Houston, TX

UnscoredLimited · 14
$5,950198,263 mi

Comparison: 14 similar vehicles

Houston, TX

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Spring, TX

UnscoredLimited · 8
$5,999266,723 mi

Comparison: 8 similar vehicles

Spring, TX

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Spring, TX

UnscoredLimited · 9
$6,500116,320 mi

Comparison: 9 similar vehicles

Spring, TX

2011 BMW 1 Series 128i

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

2011 BMW 1 Series 128i

Spring, TX

UnscoredInsufficient · 0
$6,845110,236 mi

Spring, TX

2017 Honda Civic LX-P

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

2017 Honda Civic LX-P

Cypress, TX

Salvage title
$7,400123,250 mi

Cypress, TX

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Spring, TX

Fair PriceLimited · 10
$7,715119,011 mi

Market: $4,500 – $14,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Spring, TX

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Bryan, TX

UnscoredLimited · 5
$7,900105,796 mi

Comparison: 5 similar vehicles

Bryan, TX

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Tomball, TX

Fair PriceLimited · 10
$7,995109,352 mi

Market: $5,000 – $13,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Tomball, TX

2013 Ford Mustang V6 Premium

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

2013 Ford Mustang V6 Premium

Houston, TX

UnscoredLimited · 7
$8,290138,919 mi

Comparison: 7 similar vehicles

Houston, TX

2014 Mercedes-Benz C-Class C250 Sport

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

2014 Mercedes-Benz C-Class C250 Sport

Tomball, TX

Fair PriceModerate · 27
$8,495101,188 mi

Market: $5,800 – $17,995

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Tomball, TX

2014 INFINITI Q60 Coupe Base

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

2014 INFINITI Q60 Coupe Base

Houston, TX

UnscoredInsufficient · 0
$8,695130,079 mi

Houston, TX

2011 BMW 3 Series 335i

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

2011 BMW 3 Series 335i

Spring, TX

UnscoredInsufficient · 4
$9,000102,502 mi

Comparison: 4 similar vehicles

Spring, TX

2008 INFINITI G 37 Journey

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

2008 INFINITI G 37 Journey

Spring, TX

UnscoredInsufficient · 3
$9,345150,718 mi

Comparison: 3 similar vehicles

Spring, TX

2015 BMW 2 Series 228i

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

2015 BMW 2 Series 228i

Spring, TX

UnscoredInsufficient · 3
$9,50091,604 mi

Comparison: 3 similar vehicles

Spring, TX

2014 Honda Accord EX-L V-6

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

2014 Honda Accord EX-L V-6

Spring, TX

UnscoredLimited · 12
$9,500143,096 mi

Comparison: 12 similar vehicles

Spring, TX

2015 Honda Accord LX-S

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

2015 Honda Accord LX-S

Houston, TX

UnscoredLimited · 13
$9,806137,641 mi

Comparison: 13 similar vehicles

Houston, TX

2007 Jaguar XK Series XK Coupe

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

2007 Jaguar XK Series XK Coupe

Houston, TX

UnscoredInsufficient · 0
$9,890119,696 mi

Houston, TX

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Cypress, TX

Salvage title
$9,90073,829 mi

Cypress, TX

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Cypress, TX

UnscoredLimited · 9
$9,995131,827 mi

Comparison: 9 similar vehicles

Cypress, TX

2017 Dodge Challenger SXT

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

2017 Dodge Challenger SXT

Spring, TX

UnscoredLimited · 7
$9,999161,568 mi

Comparison: 7 similar vehicles

Spring, TX

2012 Chevrolet Camaro 2LS

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

2012 Chevrolet Camaro 2LS

Spring, TX

UnscoredInsufficient · 4
$10,00089,580 mi

Comparison: 4 similar vehicles

Spring, TX

2011 Chevrolet Camaro 2LT

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

2011 Chevrolet Camaro 2LT

Spring, TX

UnscoredLimited · 7
$10,216108,180 mi

Comparison: 7 similar vehicles

Spring, TX

2013 Honda Civic SI

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

2013 Honda Civic SI

Houston, TX

UnscoredInsufficient · 3
$10,288168,670 mi

Comparison: 3 similar vehicles

Houston, TX

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Cypress, TX

UnscoredLimited · 10
$10,475115,615 mi

Comparison: 10 similar vehicles

Cypress, TX

2008 Mercedes-Benz CL-Class CL550

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

2008 Mercedes-Benz CL-Class CL550

Spring, TX

UnscoredInsufficient · 0
$10,500146,222 mi

Spring, TX

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Humble, TX

Fair PriceLimited · 17
$10,800104,350 mi

Market: $7,000 – $14,999

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Humble, TX

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Houston, TX

UnscoredLimited · 9
$10,89098,364 mi

Comparison: 9 similar vehicles

Houston, TX

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Spring, TX

UnscoredLimited · 13
$10,900180,570 mi

Comparison: 13 similar vehicles

Spring, TX

2009 INFINITI G Coupe 37 Journey

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

2009 INFINITI G Coupe 37 Journey

Spring, TX

UnscoredInsufficient · 3
$10,97571,965 mi

Comparison: 3 similar vehicles

Spring, TX

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Conroe, TX

UnscoredInsufficient · 3
$10,988187,940 mi

Comparison: 3 similar vehicles

Conroe, TX

2013 Cadillac CTS Coupe Base

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

2013 Cadillac CTS Coupe Base

Huntsville, TX

UnscoredInsufficient · 4
$10,995157,248 mi

Comparison: 4 similar vehicles

Huntsville, TX

2013 Honda Accord EX

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

2013 Honda Accord EX

Houston, TX

Salvage title
$10,99599,040 mi

Houston, TX

2012 Chevrolet Camaro 1LS

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

2012 Chevrolet Camaro 1LS

Conroe, TX

UnscoredInsufficient · 0
$10,99599,937 mi

Conroe, TX

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Huntsville, TX

UnscoredInsufficient · 0
$10,995114,467 mi

Huntsville, TX

2020 Ford Mustang EcoBoost Premium

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

2020 Ford Mustang EcoBoost Premium

Spring, TX

UnscoredLimited · 16
$10,999167,696 mi

Comparison: 16 similar vehicles

Spring, TX

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Spring, TX

UnscoredModerate · 24
$11,499132,116 mi

Comparison: 24 similar vehicles

Spring, TX

No Photo

2013 Chevrolet Camaro 2LS

Tomball, TX

Fair PriceLimited · 19
$11,915100,975 mi

Market: $5,120 – $13,999

Comparison: 19 similar vehicles

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

Tomball, TX

2017 INFINITI Q60 Coupe Premium

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

2017 INFINITI Q60 Coupe Premium

Houston, TX

UnscoredLimited · 5
$11,99090,014 mi

Comparison: 5 similar vehicles

Houston, TX

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Spring, TX

UnscoredInsufficient · 3
$11,99950,001 mi

Comparison: 3 similar vehicles

Spring, TX

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Spring, TX

UnscoredModerate · 21
$12,224149,250 mi

Comparison: 21 similar vehicles

Spring, TX

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Willis, TX

UnscoredInsufficient · 3
$12,900129,038 mi

Comparison: 3 similar vehicles

Willis, TX

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Tomball, TX

Fair PriceModerate · 26
$12,990105,965 mi

Market: $10,790 – $17,900

Comparison: 26 similar vehicles

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

Tomball, 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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