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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 · November 6, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

235 listings found

2002 Lexus ES 300

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

2002 Lexus ES 300

Clinton, LA

UnscoredInsufficient · 0
$4,495194 mi

Clinton, LA

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Bude, MS

UnscoredInsufficient · 0
$5,495142,995 mi

Bude, MS

2007 Dodge Charger Base

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

2007 Dodge Charger Base

Bude, MS

UnscoredInsufficient · 3
$5,995225,389 mi

Comparison: 3 similar vehicles

Bude, MS

2008 Dodge Charger Police

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

2008 Dodge Charger Police

Bude, MS

UnscoredInsufficient · 0
$6,495196,054 mi

Bude, MS

2006 Mercedes-Benz C-Class C230 Sport

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

2006 Mercedes-Benz C-Class C230 Sport

Bude, MS

UnscoredInsufficient · 0
$6,495148,322 mi

Bude, MS

2008 Mazda MAZDA3 i Touring

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

2008 Mazda MAZDA3 i Touring

Bude, MS

UnscoredInsufficient · 0
$6,995178,188 mi

Bude, MS

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Mccomb, MS

Unscored
$7,180172,900 mi

Comparison: 19 similar vehicles

Mccomb, MS

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Mccomb, MS

Unscored
$7,423128,000 mi

Comparison: 6 similar vehicles

Mccomb, MS

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Bude, MS

UnscoredInsufficient · 0
$7,495203,651 mi

Bude, MS

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Bude, MS

UnscoredInsufficient · 0
$7,995157,964 mi

Bude, MS

2010 Ford Focus SE

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

2010 Ford Focus SE

Bude, MS

UnscoredInsufficient · 0
$7,995112,700 mi

Bude, MS

2013 Nissan Sentra S

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

2013 Nissan Sentra S

Summit, MS

Unscored
$8,310101,894 mi

Comparison: 5 similar vehicles

Summit, MS

2007 Dodge Charger Base

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

2007 Dodge Charger Base

Bude, MS

UnscoredInsufficient · 3
$8,495159,352 mi

Comparison: 3 similar vehicles

Bude, MS

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Columbia, MS

UnscoredInsufficient · 3
$8,658189,142 mi

Comparison: 3 similar vehicles

Columbia, MS

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Amite City, LA

UnscoredInsufficient · 3
$8,990112,828 mi

Comparison: 3 similar vehicles

Amite City, LA

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

Amite City, LA

Unscored
$8,99099,424 mi

Comparison: 8 similar vehicles

Amite City, LA

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Columbia, MS

Unscored
$8,995147,065 mi

Comparison: 38 similar vehicles

Columbia, MS

2009 Mercury Grand Marquis LS

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

2009 Mercury Grand Marquis LS

Columbia, MS

Unscored
$8,995140,585 mi

Comparison: 5 similar vehicles

Columbia, MS

2010 Acura TL Base

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

2010 Acura TL Base

Hazlehurst, MS

UnscoredInsufficient · 0
$8,998176,321 mi

Hazlehurst, MS

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Crystal Springs, MS

Unscored
$9,120125,418 mi

Comparison: 37 similar vehicles

Crystal Springs, MS

2016 Nissan Sentra SV

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

2016 Nissan Sentra SV

Mccomb, MS

Unscored
$9,706112,803 mi

Comparison: 5 similar vehicles

Mccomb, MS

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Brookhaven, MS

Unscored
$9,951147,899 mi

Comparison: 64 similar vehicles

Brookhaven, MS

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Amite City, LA

UnscoredInsufficient · 3
$9,99070,157 mi

Comparison: 3 similar vehicles

Amite City, LA

2013 BMW 5 Series 535i

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

2013 BMW 5 Series 535i

Amite City, LA

UnscoredInsufficient · 0
$9,990145,786 mi

Amite City, LA

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Hazlehurst, MS

Fair PriceLimited · 16
$9,998116,707 mi

Market: $4,995 – $15,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Hazlehurst, MS

2015 Toyota Camry SE

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

2015 Toyota Camry SE

Crystal Springs, MS

Unscored
$9,999155,026 mi

Comparison: 13 similar vehicles

Crystal Springs, MS

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Amite City, LA

Fair PriceModerate · 42
$10,490108,155 mi

Market: $7,495 – $17,506

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Amite City, LA

2020 Ford Fusion Hybrid SE

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

2020 Ford Fusion Hybrid SE

Amite City, LA

UnscoredInsufficient · 4
$10,500168,805 mi

Comparison: 4 similar vehicles

Amite City, LA

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Crystal Springs, MS

Unscored
$10,800164,193 mi

Comparison: 13 similar vehicles

Crystal Springs, MS

2019 Ford Fusion Titanium

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

2019 Ford Fusion Titanium

Brookhaven, MS

UnscoredInsufficient · 0
$10,985115,531 mi

Brookhaven, MS

2015 Chevrolet Impala Limited 2FL

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

2015 Chevrolet Impala Limited 2FL

Columbia, MS

UnscoredInsufficient · 0
$10,995127,285 mi

Columbia, MS

2014 Honda Accord LX

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

2014 Honda Accord LX

Crystal Springs, MS

Fair PriceModerate · 46
$10,999113,220 mi

Market: $7,995 – $13,995

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Crystal Springs, MS

2018 Toyota Corolla LE

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

2018 Toyota Corolla LE

Amite City, LA

Unscored
$11,490124,584 mi

Comparison: 40 similar vehicles

Amite City, LA

2017 Hyundai Sonata Base

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

2017 Hyundai Sonata Base

Crystal Springs, MS

UnscoredInsufficient · 0
$11,700111,422 mi

Crystal Springs, MS

2018 Honda Accord Touring

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

2018 Honda Accord Touring

Columbia, MS

Unscored
$11,762182,729 mi

Comparison: 7 similar vehicles

Columbia, MS

2019 Ford Fusion Titanium

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

2019 Ford Fusion Titanium

Amite City, LA

UnscoredInsufficient · 0
$11,990110,844 mi

Amite City, LA

2018 Chevrolet Impala 1FL

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

2018 Chevrolet Impala 1FL

Hazlehurst, MS

UnscoredInsufficient · 0
$11,998160,287 mi

Hazlehurst, MS

2016 BMW 3 Series 328i

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

2016 BMW 3 Series 328i

Hazlehurst, MS

UnscoredInsufficient · 0
$11,99893,494 mi

Hazlehurst, MS

2017 Honda Accord LX

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

2017 Honda Accord LX

Crystal Springs, MS

Unscored
$12,899142,700 mi

Comparison: 9 similar vehicles

Crystal Springs, MS

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Amite City, LA

Fair PriceModerate · 42
$12,990110,647 mi

Market: $7,495 – $17,506

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 814 days listed (based on current market benchmarks)

Amite City, LA

2019 Chevrolet Sonic LT

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

2019 Chevrolet Sonic LT

Crystal Springs, MS

UnscoredInsufficient · 4
$13,100122,381 mi

Comparison: 4 similar vehicles

Crystal Springs, MS

2017 Hyundai Elantra Sport

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

2017 Hyundai Elantra Sport

Crystal Springs, MS

UnscoredInsufficient · 0
$13,400120,347 mi

Crystal Springs, MS

2017 Honda Accord Sport SE

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

2017 Honda Accord Sport SE

Crystal Springs, MS

Unscored
$13,499129,335 mi

Comparison: 5 similar vehicles

Crystal Springs, MS

2014 Honda Accord Sport

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

2014 Honda Accord Sport

Crystal Springs, MS

UnscoredInsufficient · 4
$13,500164,181 mi

Comparison: 4 similar vehicles

Crystal Springs, MS

No Photo

2019 Hyundai Elantra SEL

Crystal Springs, MS

OverpricedLimited · 17
$13,800128,270 mi

Market: $5,899 – $11,995

Comparison: 17 similar vehicles

Priced ~15% above the typical market range for similar vehicles (based on current market benchmarks)

Crystal Springs, MS

2022 Chevrolet Malibu 1LS

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

2022 Chevrolet Malibu 1LS

Columbia, MS

Fair PriceLimited · 15
$13,80383,907 mi

Market: $11,900 – $18,990

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Columbia, MS

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Columbia, MS

Unscored
$13,995137,603 mi

Comparison: 8 similar vehicles

Columbia, MS

2018 Hyundai Sonata SE

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

2018 Hyundai Sonata SE

Crystal Springs, MS

Unscored
$14,30084,024 mi

Comparison: 6 similar vehicles

Crystal Springs, MS

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

Crystal Springs, MS

Unscored
$14,600147,002 mi

Comparison: 13 similar vehicles

Crystal Springs, MS

2022 Nissan Sentra SV

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

2022 Nissan Sentra SV

Columbia, MS

Unscored
$14,90098,351 mi

Comparison: 6 similar vehicles

Columbia, 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 recently 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.
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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