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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

484 listings found

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Lewisville, TX

UnscoredInsufficient · 0
$2,850266,065 mi

Lewisville, TX

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Lewisville, TX

UnscoredLimited · 12
$5,400121,152 mi

Comparison: 12 similar vehicles

Lewisville, 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

Van Alstyne, TX

UnscoredInsufficient · 0
$7,50079,510 mi

Van Alstyne, TX

2008 Audi TT Base

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

2008 Audi TT Base

Van Alstyne, TX

UnscoredInsufficient · 3
$7,500131,650 mi

Comparison: 3 similar vehicles

Van Alstyne, TX

2012 Honda Civic LX

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

2012 Honda Civic LX

Sherman, TX

UnscoredModerate · 32
$8,224162,530 mi

Comparison: 32 similar vehicles

Sherman, TX

1999 Ford Mustang COBRA SVT

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

1999 Ford Mustang COBRA SVT

Van Alstyne, TX

UnscoredInsufficient · 0
$8,500124,780 mi

Van Alstyne, TX

2011 Ford Mustang GT Premium

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

2011 Ford Mustang GT Premium

Lewisville, TX

UnscoredInsufficient · 4
$9,749154,000 mi

Comparison: 4 similar vehicles

Lewisville, TX

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Frisco, TX

UnscoredLimited · 6
$9,790126,605 mi

Comparison: 6 similar vehicles

Frisco, TX

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Sherman, TX

UnscoredInsufficient · 0
$9,995189,830 mi

Sherman, TX

2015 Scion FR-S Base

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

2015 Scion FR-S Base

Lewisville, TX

UnscoredInsufficient · 3
$11,38091,849 mi

Comparison: 3 similar vehicles

Lewisville, 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

Denton, TX

UnscoredInsufficient · 0
$11,680127,807 mi

Denton, TX

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Denton, TX

UnscoredLimited · 6
$12,598141,000 mi

Comparison: 6 similar vehicles

Denton, TX

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Ardmore, OK

UnscoredModerate · 24
$12,995157,946 mi

Comparison: 24 similar vehicles

Ardmore, OK

2013 Chevrolet Camaro 2LS

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

2013 Chevrolet Camaro 2LS

Fort Worth, TX

UnscoredInsufficient · 4
$13,27678,206 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Ardmore, OK

UnscoredLimited · 8
$13,47498,707 mi

Comparison: 8 similar vehicles

Ardmore, OK

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Frisco, TX

UnscoredLimited · 6
$13,990101,389 mi

Comparison: 6 similar vehicles

Frisco, TX

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

Ardmore, OK

UnscoredLimited · 10
$13,995129,395 mi

Comparison: 10 similar vehicles

Ardmore, OK

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

Lewisville, TX

UnscoredInsufficient · 3
$14,000137,559 mi

Comparison: 3 similar vehicles

Lewisville, TX

2013 Honda Accord EX-L V6

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

2013 Honda Accord EX-L V6

Lewisville, TX

OverpricedLimited · 11
$14,50076,216 mi

Market: $6,786 – $13,913

Comparison: 11 similar vehicles

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

Lewisville, TX

2017 Chevrolet Camaro 2LT

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

2017 Chevrolet Camaro 2LT

Lewisville, TX

UnscoredLimited · 14
$14,777126,145 mi

Comparison: 14 similar vehicles

Lewisville, TX

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Lewisville, TX

UnscoredLimited · 8
$14,95090,435 mi

Comparison: 8 similar vehicles

Lewisville, TX

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Muenster, TX

UnscoredModerate · 24
$14,994108,803 mi

Comparison: 24 similar vehicles

Muenster, TX

2015 Chevrolet Camaro 2LT

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

2015 Chevrolet Camaro 2LT

Bowie, TX

Fair PriceLimited · 12
$15,800104,136 mi

Market: $10,000 – $16,400

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Bowie, 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

Frisco, TX

UnscoredInsufficient · 0
$16,38355,627 mi

Frisco, TX

2016 BMW 6 Series 650i

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

2016 BMW 6 Series 650i

Frisco, TX

UnscoredInsufficient · 0
$16,49094,304 mi

Frisco, 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

Denton, TX

UnscoredInsufficient · 0
$16,49897,397 mi

Denton, TX

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Lewisville, TX

UnscoredLimited · 9
$16,50097,409 mi

Comparison: 9 similar vehicles

Lewisville, TX

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Lewisville, TX

UnscoredInsufficient · 4
$16,62585,123 mi

Comparison: 4 similar vehicles

Lewisville, TX

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Sherman, TX

Fair PriceRobust · 59
$17,22091,465 mi

Market: $7,777 – $20,998

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Sherman, TX

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Whitesboro, TX

OverpricedLimited · 18
$17,42566,744 mi

Market: $11,629 – $16,998

Comparison: 18 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Whitesboro, TX

2014 Ford Mustang GT Premium

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

2014 Ford Mustang GT Premium

Sherman, TX

UnscoredInsufficient · 0
$17,46854,609 mi

Sherman, TX

2011 Dodge Challenger R/T

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

2011 Dodge Challenger R/T

Lewisville, TX

UnscoredInsufficient · 0
$17,95057,829 mi

Lewisville, TX

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Lewisville, TX

UnscoredLimited · 8
$17,990103,752 mi

Comparison: 8 similar vehicles

Lewisville, 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

Ardmore, OK

Fair PriceModerate · 29
$17,99579,379 mi

Market: $12,999 – $24,475

Comparison: 29 similar vehicles

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

Ardmore, OK

2008 BMW 3 Series 335i

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

2008 BMW 3 Series 335i

Denton, TX

UnscoredInsufficient · 4
$17,99583,478 mi

Comparison: 4 similar vehicles

Denton, TX

2020 Chevrolet Camaro 2LT

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

2020 Chevrolet Camaro 2LT

Lewisville, TX

UnscoredInsufficient · 0
$18,125134,476 mi

Lewisville, TX

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Fort Worth, TX

Fair PriceLimited · 11
$18,22478,756 mi

Market: $10,850 – $18,777

Comparison: 11 similar vehicles

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

Fort Worth, TX

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Denton, TX

UnscoredInsufficient · 3
$18,30098,080 mi

Comparison: 3 similar vehicles

Denton, TX

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

Lewisville, TX

UnscoredInsufficient · 0
$18,62325,360 mi

Lewisville, TX

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Denton, TX

Fair PriceModerate · 20
$19,00080,541 mi

Market: $16,999 – $26,999

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 237 days listed (based on current market benchmarks)

Denton, TX

2005 Ford Mustang GT Premium

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

2005 Ford Mustang GT Premium

Lewisville, TX

UnscoredLimited · 9
$19,77716,137 mi

Comparison: 9 similar vehicles

Lewisville, TX

2022 Chevrolet Camaro 1LS

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

2022 Chevrolet Camaro 1LS

Frisco, TX

UnscoredInsufficient · 0
$19,99049,431 mi

Frisco, TX

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Lewisville, TX

UnscoredInsufficient · 3
$20,77729,339 mi

Comparison: 3 similar vehicles

Lewisville, TX

2018 Subaru BRZ Limited

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

2018 Subaru BRZ Limited

Lewisville, TX

UnscoredInsufficient · 0
$20,95162,424 mi

Lewisville, TX

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Ardmore, OK

Fair PriceLimited · 17
$21,02762,228 mi

Market: $12,598 – $21,590

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Ardmore, OK

2022 Ford Mustang EcoBoost

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

2022 Ford Mustang EcoBoost

Gainesville, TX

UnscoredInsufficient · 0
$21,22074,158 mi

Gainesville, TX

2022 Dodge Challenger SXT

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

2022 Dodge Challenger SXT

Madill, OK

Fair PriceLimited · 14
$21,54985,116 mi

Market: $17,995 – $23,798

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Madill, OK

2015 BMW 2 Series M235i

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

2015 BMW 2 Series M235i

Plano, TX

UnscoredInsufficient · 0
$21,72072,559 mi

Plano, TX

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

Lewisville, TX

UnscoredInsufficient · 3
$21,80042,155 mi

Comparison: 3 similar vehicles

Lewisville, TX

2019 Ford Mustang EcoBoost Premium

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

2019 Ford Mustang EcoBoost Premium

Prosper, TX

UnscoredInsufficient · 0
$21,93548,527 mi

Prosper, 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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