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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

784 listings found

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Hattiesburg, MS

UnscoredLimited · 10
$4,500192,847 mi

Comparison: 10 similar vehicles

Hattiesburg, MS

2005 Chrysler 300 Touring

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

2005 Chrysler 300 Touring

Brandon, MS

UnscoredInsufficient · 0
$4,500142,748 mi

Brandon, MS

2015 Ford Fiesta S

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

2015 Ford Fiesta S

Ovett, MS

UnscoredInsufficient · 0
$4,900120,100 mi

Ovett, MS

2013 Hyundai Sonata SE

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

2013 Hyundai Sonata SE

Hattiesburg, MS

UnscoredLimited · 5
$4,902183,614 mi

Comparison: 5 similar vehicles

Hattiesburg, MS

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Hattiesburg, MS

UnscoredInsufficient · 4
$5,495181,294 mi

Comparison: 4 similar vehicles

Hattiesburg, MS

2005 Cadillac CTS Base

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

2005 Cadillac CTS Base

Hattiesburg, MS

UnscoredLimited · 5
$5,495145,072 mi

Comparison: 5 similar vehicles

Hattiesburg, MS

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Hattiesburg, MS

UnscoredInsufficient · 0
$5,800156,000 mi

Hattiesburg, MS

2013 Chrysler 300 Base

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

2013 Chrysler 300 Base

Hattiesburg, MS

UnscoredInsufficient · 4
$5,90065,650 mi

Comparison: 4 similar vehicles

Hattiesburg, MS

2014 Chevrolet Cruze 1FL

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

2014 Chevrolet Cruze 1FL

Ovett, MS

UnscoredInsufficient · 0
$5,995136,921 mi

Ovett, MS

2011 Nissan Altima S

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

2011 Nissan Altima S

Hattiesburg, MS

UnscoredModerate · 25
$5,995130,142 mi

Comparison: 25 similar vehicles

Hattiesburg, MS

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Hattiesburg, MS

UnscoredInsufficient · 0
$6,25095,000 mi

Hattiesburg, MS

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Columbia, MS

UnscoredInsufficient · 0
$6,423272,395 mi

Columbia, MS

2011 Honda Accord LX-P

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

2011 Honda Accord LX-P

Mount Olive, MS

UnscoredInsufficient · 0
$6,698236,849 mi

Mount Olive, MS

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Ellisville, MS

UnscoredLimited · 8
$6,80090,814 mi

Comparison: 8 similar vehicles

Ellisville, MS

2011 Honda Civic VP

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

2011 Honda Civic VP

Hattiesburg, MS

UnscoredInsufficient · 0
$6,900170,723 mi

Hattiesburg, MS

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Hattiesburg, MS

UnscoredInsufficient · 3
$6,950100,000 mi

Comparison: 3 similar vehicles

Hattiesburg, MS

2017 Ford Focus S

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

2017 Ford Focus S

Hattiesburg, MS

UnscoredInsufficient · 0
$6,995128,519 mi

Hattiesburg, MS

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Hattiesburg, MS

UnscoredInsufficient · 0
$6,995175,748 mi

Hattiesburg, MS

2015 Toyota Corolla LE

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

2015 Toyota Corolla LE

Hattiesburg, MS

UnscoredLimited · 7
$6,995235,062 mi

Comparison: 7 similar vehicles

Hattiesburg, MS

2014 Chrysler 300 Base

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

2014 Chrysler 300 Base

Hattiesburg, MS

UnscoredInsufficient · 0
$7,331149,799 mi

Hattiesburg, MS

2014 Nissan Maxima SV

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

2014 Nissan Maxima SV

Columbia, MS

UnscoredLimited · 10
$7,495182,447 mi

Comparison: 10 similar vehicles

Columbia, MS

2014 Nissan Maxima SV

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

2014 Nissan Maxima SV

Columbia, MS

UnscoredLimited · 10
$7,495171,597 mi

Comparison: 10 similar vehicles

Columbia, MS

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Eastabuchie, MS

UnscoredLimited · 12
$7,553164,717 mi

Comparison: 12 similar vehicles

Eastabuchie, MS

2018 Ford Taurus SE

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

2018 Ford Taurus SE

Hattiesburg, MS

UnscoredInsufficient · 0
$7,650174,000 mi

Hattiesburg, MS

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Eastabuchie, MS

Fair PriceLimited · 18
$7,788114,848 mi

Market: $3,650 – $7,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Eastabuchie, MS

2017 Nissan Sentra SV

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

2017 Nissan Sentra SV

Hattiesburg, MS

UnscoredLimited · 6
$7,811166,361 mi

Comparison: 6 similar vehicles

Hattiesburg, MS

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Hattiesburg, MS

UnscoredLimited · 7
$7,900103,419 mi

Comparison: 7 similar vehicles

Hattiesburg, MS

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Hattiesburg, MS

UnscoredInsufficient · 3
$7,900142,471 mi

Comparison: 3 similar vehicles

Hattiesburg, MS

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Hattiesburg, MS

UnscoredModerate · 45
$7,950154,000 mi

Comparison: 45 similar vehicles

Hattiesburg, MS

2018 Ford Focus S

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

2018 Ford Focus S

Hattiesburg, MS

UnscoredInsufficient · 3
$7,995135,114 mi

Comparison: 3 similar vehicles

Hattiesburg, MS

2017 Nissan Altima SL

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

2017 Nissan Altima SL

Hattiesburg, MS

UnscoredLimited · 6
$7,995223,606 mi

Comparison: 6 similar vehicles

Hattiesburg, MS

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Hattiesburg, MS

Fair PriceLimited · 15
$7,995115,983 mi

Market: $3,800 – $11,998

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Hattiesburg, MS

2008 Lexus LS Base

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

2008 Lexus LS Base

Hattiesburg, MS

UnscoredInsufficient · 4
$7,995218,001 mi

Comparison: 4 similar vehicles

Hattiesburg, MS

2012 Nissan Altima S

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

2012 Nissan Altima S

Columbia, MS

UnscoredInsufficient · 3
$8,396136,090 mi

Comparison: 3 similar vehicles

Columbia, MS

2020 Hyundai Elantra SEL

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

2020 Hyundai Elantra SEL

Hattiesburg, MS

UnscoredLimited · 5
$8,424105,100 mi

Comparison: 5 similar vehicles

Hattiesburg, MS

2019 Hyundai Elantra SE

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

2019 Hyundai Elantra SE

Forest, MS

UnscoredLimited · 9
$8,500101,474 mi

Comparison: 9 similar vehicles

Forest, MS

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Forest, MS

UnscoredInsufficient · 4
$8,500119,515 mi

Comparison: 4 similar vehicles

Forest, MS

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Forest, MS

UnscoredInsufficient · 3
$8,500201,990 mi

Comparison: 3 similar vehicles

Forest, MS

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Forest, MS

UnscoredModerate · 20
$8,500175,108 mi

Comparison: 20 similar vehicles

Forest, MS

2014 Chevrolet Impala 1FL

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

2014 Chevrolet Impala 1FL

Hattiesburg, MS

UnscoredInsufficient · 0
$8,900145,571 mi

Hattiesburg, MS

1999 BMW 3 Series 323I

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

1999 BMW 3 Series 323I

Purvis, MS

UnscoredInsufficient · 0
$8,900139,157 mi

Purvis, MS

2018 Nissan Versa Sedan SV

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

2018 Nissan Versa Sedan SV

Eastabuchie, MS

UnscoredLimited · 9
$8,98892,604 mi

Comparison: 9 similar vehicles

Eastabuchie, MS

2018 Ford Focus S

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

2018 Ford Focus S

Hattiesburg, MS

UnscoredInsufficient · 0
$8,99590,454 mi

Hattiesburg, MS

2018 Nissan Maxima SL

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

2018 Nissan Maxima SL

Forest, MS

UnscoredModerate · 24
$8,995175,322 mi

Comparison: 24 similar vehicles

Forest, MS

2018 Hyundai Elantra Limited

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

2018 Hyundai Elantra Limited

Hattiesburg, MS

UnscoredInsufficient · 0
$8,995168,209 mi

Hattiesburg, MS

2015 Ford Focus SE

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

2015 Ford Focus SE

Hattiesburg, MS

UnscoredInsufficient · 3
$8,99572,005 mi

Comparison: 3 similar vehicles

Hattiesburg, MS

2015 Volvo S60 T5 Premier

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

2015 Volvo S60 T5 Premier

Hattiesburg, MS

UnscoredInsufficient · 0
$8,99579,331 mi

Hattiesburg, MS

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Hattiesburg, MS

UnscoredLimited · 6
$8,995126,740 mi

Comparison: 6 similar vehicles

Hattiesburg, MS

2013 Ford Fusion S

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

2013 Ford Fusion S

Hattiesburg, MS

UnscoredInsufficient · 0
$8,995121,925 mi

Hattiesburg, 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

UnscoredInsufficient · 4
$8,995140,585 mi

Comparison: 4 similar vehicles

Columbia, MS

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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