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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

297 listings found

2004 Honda Accord EX

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

2004 Honda Accord EX

Daphne, AL

UnscoredInsufficient · 4
$4,098285,007 mi

Comparison: 4 similar vehicles

Daphne, AL

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Mobile, AL

UnscoredInsufficient · 4
$4,500157,092 mi

Comparison: 4 similar vehicles

Mobile, AL

2011 Ford Mustang V6 Premium

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

2011 Ford Mustang V6 Premium

Loxley, AL

UnscoredInsufficient · 4
$5,500211,908 mi

Comparison: 4 similar vehicles

Loxley, AL

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

Mobile, AL

Salvage title
$6,500273,532 mi

Mobile, AL

2009 Ford Mustang Premium

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

2009 Ford Mustang Premium

Loxley, AL

UnscoredInsufficient · 0
$6,900169,567 mi

Loxley, AL

2005 Chevrolet Monte Carlo LS

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

2005 Chevrolet Monte Carlo LS

Saraland, AL

UnscoredInsufficient · 0
$6,90085,332 mi

Saraland, AL

2003 Acura CL Type S

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

2003 Acura CL Type S

Mobile, AL

UnscoredInsufficient · 0
$6,900148,498 mi

Mobile, AL

2012 Honda Civic EX

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

2012 Honda Civic EX

Foley, AL

UnscoredLimited · 9
$7,072240,273 mi

Comparison: 9 similar vehicles

Foley, AL

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Mobile, AL

UnscoredInsufficient · 3
$7,995333,356 mi

Comparison: 3 similar vehicles

Mobile, AL

No Photo

2011 Nissan Altima S

Mobile, AL

UnscoredLimited · 13
$7,995129,369 mi

Comparison: 13 similar vehicles

Mobile, AL

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Mobile, AL

UnscoredInsufficient · 0
$7,995106,484 mi

Mobile, AL

2012 Scion tC Base

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

2012 Scion tC Base

Foley, AL

UnscoredInsufficient · 0
$8,995156,198 mi

Foley, AL

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Mobile, AL

UnscoredLimited · 9
$8,999142,018 mi

Comparison: 9 similar vehicles

Mobile, AL

2013 Chevrolet Camaro 2LS

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

2013 Chevrolet Camaro 2LS

Bay Minette, AL

UnscoredInsufficient · 0
$9,243122,957 mi

Bay Minette, AL

2000 Lexus SC 400

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

2000 Lexus SC 400

Mobile, AL

UnscoredInsufficient · 0
$9,495225,662 mi

Mobile, AL

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Bay Minette, AL

UnscoredLimited · 7
$9,787136,869 mi

Comparison: 7 similar vehicles

Bay Minette, AL

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

Theodore, AL

UnscoredInsufficient · 4
$9,895123,866 mi

Comparison: 4 similar vehicles

Theodore, AL

2010 Mercedes-Benz E-Class E550

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

2010 Mercedes-Benz E-Class E550

Mobile, AL

UnscoredInsufficient · 0
$9,999100,000 mi

Mobile, AL

2013 Chevrolet Camaro 2LT

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

2013 Chevrolet Camaro 2LT

Bay Minette, AL

UnscoredInsufficient · 0
$10,847151,564 mi

Bay Minette, AL

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Theodore, AL

UnscoredLimited · 9
$10,900217,540 mi

Comparison: 9 similar vehicles

Theodore, AL

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Mobile, AL

UnscoredLimited · 11
$10,995142,267 mi

Comparison: 11 similar vehicles

Mobile, AL

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Mobile, AL

UnscoredLimited · 6
$10,995122,145 mi

Comparison: 6 similar vehicles

Mobile, AL

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Foley, AL

UnscoredInsufficient · 0
$11,063125,560 mi

Foley, AL

2012 Chevrolet Camaro 2LT

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

2012 Chevrolet Camaro 2LT

Daphne, AL

UnscoredInsufficient · 4
$11,063170,604 mi

Comparison: 4 similar vehicles

Daphne, AL

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Foley, AL

UnscoredLimited · 17
$11,309130,865 mi

Comparison: 17 similar vehicles

Foley, AL

2015 Mercedes-Benz C-Class C250 Sport

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

2015 Mercedes-Benz C-Class C250 Sport

Mobile, AL

UnscoredLimited · 6
$11,899106,982 mi

Comparison: 6 similar vehicles

Mobile, AL

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Daphne, AL

UnscoredInsufficient · 0
$11,985105,388 mi

Daphne, AL

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

Mobile, AL

UnscoredInsufficient · 3
$11,995178,785 mi

Comparison: 3 similar vehicles

Mobile, AL

2015 Mercedes-Benz C-Class C250 Sport

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

2015 Mercedes-Benz C-Class C250 Sport

Ocean Springs, MS

UnscoredLimited · 8
$12,995109,614 mi

Comparison: 8 similar vehicles

Ocean Springs, MS

2012 BMW 6 Series 650i

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

2012 BMW 6 Series 650i

Mobile, AL

UnscoredInsufficient · 0
$12,99599,967 mi

Mobile, AL

No Photo

2014 Chevrolet Camaro 2LT

Mobile, AL

UnscoredInsufficient · 4
$13,825128,628 mi

Comparison: 4 similar vehicles

Mobile, AL

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Mobile, AL

UnscoredInsufficient · 0
$13,900115,089 mi

Mobile, AL

2010 Mercedes-Benz E-Class E550

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

2010 Mercedes-Benz E-Class E550

Daphne, AL

UnscoredInsufficient · 0
$13,900116,253 mi

Daphne, AL

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Foley, AL

UnscoredLimited · 12
$13,955191,925 mi

Comparison: 12 similar vehicles

Foley, AL

2013 Chevrolet Camaro 1LT

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

2013 Chevrolet Camaro 1LT

Daphne, AL

UnscoredInsufficient · 4
$13,98089,107 mi

Comparison: 4 similar vehicles

Daphne, AL

2009 Dodge Challenger R/T

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

2009 Dodge Challenger R/T

Mobile, AL

UnscoredInsufficient · 0
$13,99082,875 mi

Mobile, AL

2016 Chevrolet Camaro 1LT

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

2016 Chevrolet Camaro 1LT

Ocean Springs, MS

UnscoredLimited · 10
$13,998156,256 mi

Comparison: 10 similar vehicles

Ocean Springs, MS

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Mobile, AL

Fair PriceLimited · 13
$14,500102,848 mi

Market: $11,989 – $20,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Mobile, AL

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Mobile, AL

UnscoredLimited · 11
$14,900235,045 mi

Comparison: 11 similar vehicles

Mobile, AL

2016 Honda Accord EX-L V-6

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

2016 Honda Accord EX-L V-6

Mobile, AL

UnscoredLimited · 5
$14,990100,932 mi

Comparison: 5 similar vehicles

Mobile, AL

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Mobile, AL

UnscoredInsufficient · 3
$14,990107,332 mi

Comparison: 3 similar vehicles

Mobile, AL

2013 Ford Mustang GT Premium

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

2013 Ford Mustang GT Premium

Foley, AL

UnscoredInsufficient · 0
$14,994177,244 mi

Foley, AL

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Gautier, MS

UnscoredLimited · 10
$14,995122,313 mi

Comparison: 10 similar vehicles

Gautier, MS

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Theodore, AL

UnscoredLimited · 9
$14,995122,325 mi

Comparison: 9 similar vehicles

Theodore, AL

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Semmes, AL

UnscoredLimited · 6
$14,995107,780 mi

Comparison: 6 similar vehicles

Semmes, AL

2010 Dodge Challenger SRT8

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

2010 Dodge Challenger SRT8

Mobile, AL

UnscoredInsufficient · 0
$15,500149,856 mi

Mobile, AL

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Mobile, AL

UnscoredInsufficient · 4
$15,995114,174 mi

Comparison: 4 similar vehicles

Mobile, AL

2016 BMW 4 Series 428i

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

2016 BMW 4 Series 428i

Mobile, AL

Fair PriceLimited · 11
$15,995119,225 mi

Market: $7,999 – $20,998

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Mobile, AL

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

Ocean Springs, MS

UnscoredLimited · 9
$16,40497,614 mi

Comparison: 9 similar vehicles

Ocean Springs, MS

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Mobile, AL

UnscoredLimited · 5
$16,77599,291 mi

Comparison: 5 similar vehicles

Mobile, AL

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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