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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

125 listings found

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
$13,00469,959 mi

Pearl, 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

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

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

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Forest, MS

UnscoredLimited · 6
$15,000140,115 mi

Comparison: 6 similar vehicles

Forest, MS

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Forest, MS

UnscoredLimited · 11
$15,500163,794 mi

Comparison: 11 similar vehicles

Forest, MS

2018 Dodge Challenger SXT Plus

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

2018 Dodge Challenger SXT Plus

Florence, MS

UnscoredInsufficient · 4
$15,900133,634 mi

Comparison: 4 similar vehicles

Florence, MS

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

Brandon, MS

UnscoredLimited · 9
$15,99582,539 mi

Comparison: 9 similar vehicles

Brandon, MS

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Laurel, MS

UnscoredLimited · 13
$16,203167,230 mi

Comparison: 13 similar vehicles

Laurel, MS

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Crystal Springs, MS

UnscoredInsufficient · 0
$16,400148,950 mi

Crystal Springs, MS

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Brandon, MS

Fair PriceLimited · 11
$16,500118,497 mi

Market: $14,995 – $20,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 330 days listed (based on current market benchmarks)

Brandon, 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

Crystal Springs, MS

UnscoredLimited · 7
$16,900137,015 mi

Comparison: 7 similar vehicles

Crystal Springs, MS

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

Jackson, MS

UnscoredInsufficient · 0
$16,998101,446 mi

Jackson, MS

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Hazlehurst, MS

UnscoredLimited · 9
$16,998113,714 mi

Comparison: 9 similar vehicles

Hazlehurst, MS

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Brandon, MS

UnscoredLimited · 7
$17,07972,579 mi

Comparison: 7 similar vehicles

Brandon, MS

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Jackson, MS

UnscoredLimited · 8
$17,420113,407 mi

Comparison: 8 similar vehicles

Jackson, MS

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Brandon, MS

UnscoredLimited · 7
$17,82363,667 mi

Comparison: 7 similar vehicles

Brandon, MS

2020 Chevrolet Camaro 1LS

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

2020 Chevrolet Camaro 1LS

Laurel, MS

UnscoredInsufficient · 0
$17,98870,594 mi

Laurel, MS

2015 Lexus RC 350

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

2015 Lexus RC 350

Jackson, MS

UnscoredLimited · 5
$18,925132,331 mi

Comparison: 5 similar vehicles

Jackson, MS

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

Jackson, MS

UnscoredLimited · 8
$19,570129,154 mi

Comparison: 8 similar vehicles

Jackson, MS

2019 Honda Civic EX

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

2019 Honda Civic EX

Crystal Springs, MS

UnscoredLimited · 9
$19,600139,841 mi

Comparison: 9 similar vehicles

Crystal Springs, MS

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Laurel, MS

UnscoredLimited · 8
$20,41575,020 mi

Comparison: 8 similar vehicles

Laurel, MS

2019 Toyota 86 Base

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

2019 Toyota 86 Base

Ridgeland, MS

UnscoredInsufficient · 0
$21,50021,873 mi

Ridgeland, MS

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Flowood, MS

Fair PriceModerate · 20
$21,99574,926 mi

Market: $13,995 – $23,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Flowood, MS

2023 Dodge Challenger GT

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

2023 Dodge Challenger GT

Jackson, MS

Fair PriceLimited · 12
$24,30576,665 mi

Market: $22,354 – $26,388

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Jackson, MS

2017 Lexus RC 200t

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

2017 Lexus RC 200t

Pearl, MS

UnscoredLimited · 7
$24,95080,701 mi

Comparison: 7 similar vehicles

Pearl, MS

2019 Chevrolet Camaro 1SS

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

2019 Chevrolet Camaro 1SS

Pearl, MS

UnscoredInsufficient · 0
$24,99571,905 mi

Pearl, MS

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

Pearl, MS

UnscoredInsufficient · 3
$25,75479,932 mi

Comparison: 3 similar vehicles

Pearl, MS

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

Jackson, MS

UnscoredInsufficient · 0
$25,99829,885 mi

Jackson, MS

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

Florence, MS

UnscoredInsufficient · 0
$25,99916,657 mi

Florence, MS

2021 Ford Mustang EcoBoost Premium

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

2021 Ford Mustang EcoBoost Premium

Collins, MS

UnscoredInsufficient · 0
$26,17939,550 mi

Collins, MS

2022 Dodge Challenger SXT

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

2022 Dodge Challenger SXT

Ridgeland, MS

UnscoredInsufficient · 0
$27,42046,195 mi

Ridgeland, MS

2023 Ford Mustang EcoBoost

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

2023 Ford Mustang EcoBoost

Jackson, MS

UnscoredInsufficient · 0
$27,99817,694 mi

Jackson, MS

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Ridgeland, MS

UnscoredInsufficient · 0
$28,77723,278 mi

Ridgeland, MS

2018 INFINITI Q60 Coupe LUXE

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

2018 INFINITI Q60 Coupe LUXE

Pearl, MS

UnscoredInsufficient · 0
$28,95041,280 mi

Pearl, MS

2015 Chevrolet Camaro 2SS

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

2015 Chevrolet Camaro 2SS

Madison, MS

UnscoredInsufficient · 0
$29,80046,356 mi

Madison, MS

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Jackson, MS

UnscoredInsufficient · 4
$30,525Mileage not verified

Comparison: 4 similar vehicles

Jackson, MS

2008 Chevrolet Corvette Indy 500

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

2008 Chevrolet Corvette Indy 500

Pearl, MS

UnscoredInsufficient · 0
$31,42228,660 mi

Pearl, MS

2019 Ford Mustang GT

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

2019 Ford Mustang GT

Madison, MS

Fair PriceLimited · 11
$31,90064,782 mi

Market: $29,743 – $32,454

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Madison, MS

2024 Ford Mustang EcoBoost

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

2024 Ford Mustang EcoBoost

Jackson, MS

UnscoredInsufficient · 0
$31,99813,874 mi

Jackson, MS

2023 BMW 2 Series 230i

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

2023 BMW 2 Series 230i

Jackson, MS

UnscoredInsufficient · 0
$31,99823,356 mi

Jackson, MS

2022 Dodge Challenger R/T

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

2022 Dodge Challenger R/T

Jackson, MS

UnscoredInsufficient · 4
$32,99831,128 mi

Comparison: 4 similar vehicles

Jackson, MS

2019 Dodge Challenger Scat Pack

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

2019 Dodge Challenger Scat Pack

Jackson, MS

UnscoredInsufficient · 3
$32,99870,873 mi

Comparison: 3 similar vehicles

Jackson, MS

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

Flowood, MS

UnscoredInsufficient · 0
$32,99950,172 mi

Flowood, MS

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Jackson, MS

UnscoredInsufficient · 4
$33,495Mileage not verified

Comparison: 4 similar vehicles

Jackson, MS

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Laurel, MS

UnscoredInsufficient · 0
$33,67515,245 mi

Laurel, MS

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Laurel, MS

UnscoredInsufficient · 4
$33,975153 mi

Comparison: 4 similar vehicles

Laurel, MS

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Laurel, MS

UnscoredLimited · 5
$35,415Mileage not verified

Comparison: 5 similar vehicles

Laurel, MS

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Collins, MS

UnscoredInsufficient · 4
$35,655Mileage not verified

Comparison: 4 similar vehicles

Collins, MS

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Flowood, MS

UnscoredInsufficient · 4
$35,710Mileage not verified

Comparison: 4 similar vehicles

Flowood, 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 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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