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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

502 listings found

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Biloxi, MS

Salvage title
$4,495165,324 mi

Biloxi, MS

No Photo

2010 Honda Accord EX

Olive Branch, MS

UnscoredInsufficient · 0
$5,500193,494 mi

Olive Branch, MS

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

Olive Branch, MS

UnscoredInsufficient · 3
$5,900235,000 mi

Comparison: 3 similar vehicles

Olive Branch, MS

2010 INFINITI G Coupe 37 Journey

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

2010 INFINITI G Coupe 37 Journey

Hattiesburg, MS

UnscoredInsufficient · 0
$5,900169,257 mi

Hattiesburg, MS

2011 Honda Civic LX

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

2011 Honda Civic LX

Bay St. Louis, MS

UnscoredLimited · 5
$5,995142,758 mi

Comparison: 5 similar vehicles

Bay St. Louis, MS

2007 Honda Civic EX

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

2007 Honda Civic EX

Long Beach, MS

UnscoredInsufficient · 0
$5,999188,270 mi

Long Beach, MS

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Southaven, MS

UnscoredInsufficient · 4
$6,280150,908 mi

Comparison: 4 similar vehicles

Southaven, MS

2013 Honda Civic EX

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

2013 Honda Civic EX

Saucier, MS

UnscoredInsufficient · 4
$6,295179,627 mi

Comparison: 4 similar vehicles

Saucier, MS

2012 Nissan Altima S

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

2012 Nissan Altima S

Bay St. Louis, MS

UnscoredModerate · 23
$6,500123,000 mi

Comparison: 23 similar vehicles

Bay St. Louis, MS

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

Biloxi, MS

UnscoredLimited · 6
$6,895171,253 mi

Comparison: 6 similar vehicles

Biloxi, MS

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Biloxi, MS

UnscoredLimited · 5
$7,495184,235 mi

Comparison: 5 similar vehicles

Biloxi, MS

No Photo

2012 Dodge Challenger SXT

Gulfport, MS

UnscoredInsufficient · 0
$7,995274,489 mi

Gulfport, MS

2007 Honda Civic LX

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

2007 Honda Civic LX

Bay St. Louis, MS

UnscoredInsufficient · 0
$8,000123,000 mi

Bay St. Louis, MS

2014 Hyundai Elantra Coupe Base

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

2014 Hyundai Elantra Coupe Base

Forest, MS

UnscoredInsufficient · 0
$8,500160,528 mi

Forest, MS

2009 Honda Civic EX

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

2009 Honda Civic EX

Hattiesburg, MS

UnscoredInsufficient · 3
$8,500124,176 mi

Comparison: 3 similar vehicles

Hattiesburg, MS

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

Picayune, MS

UnscoredInsufficient · 0
$8,988124,477 mi

Picayune, MS

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Long Beach, MS

UnscoredInsufficient · 0
$8,995178,099 mi

Long Beach, MS

2015 Honda Civic EX

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

2015 Honda Civic EX

Iuka, MS

UnscoredLimited · 10
$9,323151,316 mi

Comparison: 10 similar vehicles

Iuka, MS

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Senatobia, MS

UnscoredLimited · 9
$9,500162,594 mi

Comparison: 9 similar vehicles

Senatobia, MS

2012 Chevrolet Camaro 1LS

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

2012 Chevrolet Camaro 1LS

Tishomingo, MS

UnscoredInsufficient · 4
$9,850154,866 mi

Comparison: 4 similar vehicles

Tishomingo, MS

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

Hattiesburg, MS

Great DealModerate · 21
$9,96079,236 mi

Market: $10,995 – $20,995

Comparison: 21 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 30 days listed (based on current market benchmarks)

Hattiesburg, MS

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

Ovett, MS

UnscoredModerate · 30
$9,998141,853 mi

Comparison: 30 similar vehicles

Ovett, MS

2010 Chevrolet Camaro LS

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

2010 Chevrolet Camaro LS

Bay St. Louis, MS

UnscoredInsufficient · 0
$10,500148,033 mi

Bay St. Louis, MS

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Louisville, MS

UnscoredInsufficient · 0
$10,99592,080 mi

Louisville, MS

2015 Honda Civic LX

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

2015 Honda Civic LX

Tupelo, MS

UnscoredModerate · 42
$11,400190,032 mi

Comparison: 42 similar vehicles

Tupelo, MS

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

Jackson, MS

UnscoredInsufficient · 0
$11,41385,828 mi

Jackson, MS

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Gulfport, MS

UnscoredInsufficient · 0
$12,415114,284 mi

Gulfport, MS

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Biloxi, MS

UnscoredLimited · 9
$12,500131,145 mi

Comparison: 9 similar vehicles

Biloxi, MS

2014 Dodge Challenger R/T

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

2014 Dodge Challenger R/T

Natchez, MS

UnscoredLimited · 7
$12,500171,372 mi

Comparison: 7 similar vehicles

Natchez, MS

2019 Chevrolet Camaro 1LT

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

2019 Chevrolet Camaro 1LT

Oxford, MS

UnscoredLimited · 13
$12,605159,119 mi

Comparison: 13 similar vehicles

Oxford, MS

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

Picayune, MS

UnscoredInsufficient · 4
$12,888158,109 mi

Comparison: 4 similar vehicles

Picayune, MS

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 · 9
$12,995109,614 mi

Comparison: 9 similar vehicles

Ocean Springs, MS

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

Southaven, MS

UnscoredInsufficient · 0
$13,175130,118 mi

Southaven, MS

2015 Honda Accord EX-L V-6

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

2015 Honda Accord EX-L V-6

Bay St. Louis, MS

UnscoredLimited · 7
$13,500151,017 mi

Comparison: 7 similar vehicles

Bay St. Louis, MS

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Mount Olive, MS

UnscoredLimited · 11
$13,748129,141 mi

Comparison: 11 similar vehicles

Mount Olive, MS

2015 Chevrolet Camaro 2LT

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

2015 Chevrolet Camaro 2LT

Hattiesburg, MS

UnscoredLimited · 12
$13,900139,616 mi

Comparison: 12 similar vehicles

Hattiesburg, MS

2016 Scion tC Base

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

2016 Scion tC Base

Starkville, MS

UnscoredInsufficient · 0
$13,98649,494 mi

Starkville, MS

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Brandon, MS

UnscoredLimited · 5
$13,991118,175 mi

Comparison: 5 similar vehicles

Brandon, MS

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

UnscoredInsufficient · 0
$13,998156,256 mi

Ocean Springs, MS

2017 Honda Accord EX

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

2017 Honda Accord EX

Picayune, MS

UnscoredInsufficient · 3
$14,000109,281 mi

Comparison: 3 similar vehicles

Picayune, MS

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

Olive Branch, MS

UnscoredInsufficient · 4
$14,389124,177 mi

Comparison: 4 similar vehicles

Olive Branch, MS

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

Oxford, MS

UnscoredInsufficient · 0
$14,870134,814 mi

Oxford, MS

2014 Cadillac CTS Coupe Performance Collection

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

2014 Cadillac CTS Coupe Performance Collection

Picayune, MS

UnscoredInsufficient · 0
$14,975105,020 mi

Picayune, MS

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Louisville, MS

UnscoredInsufficient · 3
$14,99599,613 mi

Comparison: 3 similar vehicles

Louisville, MS

No Photo

2018 Chevrolet Camaro 1LT

Gautier, MS

UnscoredLimited · 19
$14,995122,313 mi

Comparison: 19 similar vehicles

Gautier, MS

2007 Chevrolet Monte Carlo SS

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

2007 Chevrolet Monte Carlo SS

Greenwood, MS

UnscoredInsufficient · 0
$14,995144,154 mi

Greenwood, MS

2014 Audi TTS Base

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

2014 Audi TTS Base

Hazlehurst, MS

UnscoredInsufficient · 0
$14,998153,277 mi

Hazlehurst, MS

1998 Lincoln Mark VII Base

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

1998 Lincoln Mark VII Base

Pearl, MS

UnscoredInsufficient · 0
$14,99869,959 mi

Pearl, MS

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Tishomingo, MS

Fair PriceLimited · 12
$14,999105,277 mi

Market: $10,949 – $20,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Tishomingo, MS

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Tupelo, MS

Fair PriceLimited · 17
$15,49974,107 mi

Market: $4,495 – $15,590

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Tupelo, MS

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 manage their profile, 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, exports, and enhanced merchandising.
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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