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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

6,602 listings found

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

D'Iberville, MS

UnscoredModerate · 26
$2,477329,943 mi

Comparison: 26 similar vehicles

D'Iberville, MS

2008 Nissan Maxima SL

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

2008 Nissan Maxima SL

Gulfport, MS

UnscoredInsufficient · 0
$2,500214,696 mi

Gulfport, MS

2009 Hyundai Sonata LIMITED

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

2009 Hyundai Sonata LIMITED

D'iberville, MS

UnscoredInsufficient · 0
$2,700272,332 mi

D'iberville, MS

2010 Nissan Maxima SV

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

2010 Nissan Maxima SV

D'Iberville, MS

UnscoredInsufficient · 0
$2,977168,231 mi

D'Iberville, MS

2000 Toyota Camry CE

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

2000 Toyota Camry CE

D'Iberville, MS

UnscoredInsufficient · 0
$2,977262,210 mi

D'Iberville, MS

2002 Saturn L-Series L200

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

2002 Saturn L-Series L200

Hattiesburg, MS

UnscoredInsufficient · 0
$2,98965,563 mi

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

Meridian, MS

UnscoredModerate · 24
$2,995173,233 mi

Comparison: 24 similar vehicles

Meridian, MS

2012 Nissan Altima S

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

2012 Nissan Altima S

Forest, MS

UnscoredModerate · 22
$3,000183,473 mi

Comparison: 22 similar vehicles

Forest, MS

1999 Pontiac Bonneville SE

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

1999 Pontiac Bonneville SE

Crystal Springs, MS

UnscoredInsufficient · 0
$3,250210,611 mi

Crystal Springs, MS

2005 Nissan Maxima SE

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

2005 Nissan Maxima SE

Brandon, MS

UnscoredInsufficient · 0
$3,496200,000 mi

Brandon, MS

2014 Chrysler 200 LX

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

2014 Chrysler 200 LX

Grenada, MS

UnscoredInsufficient · 0
$3,500210,000 mi

Grenada, MS

No Photo

2011 Ford Fusion SE

Olive Branch, MS

UnscoredInsufficient · 3
$3,500209,439 mi

Comparison: 3 similar vehicles

Olive Branch, MS

2009 Subaru Legacy I Special Edition

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

2009 Subaru Legacy I Special Edition

Greenwood, MS

UnscoredInsufficient · 0
$3,500162,829 mi

Greenwood, MS

2012 Nissan Sentra SL

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

2012 Nissan Sentra SL

Kiln, MS

UnscoredInsufficient · 0
$3,800180,246 mi

Kiln, MS

2016 Kia Optima SX

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

2016 Kia Optima SX

Carriere, MS

UnscoredInsufficient · 0
$3,900153,879 mi

Carriere, MS

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Gulfport, MS

UnscoredInsufficient · 0
$3,900148,080 mi

Gulfport, MS

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Gulfport, MS

UnscoredInsufficient · 0
$3,900144,946 mi

Gulfport, MS

No Photo

2008 Mercury Grand Marquis LS

Olive Branch, MS

UnscoredInsufficient · 3
$3,950Mileage not verified

Comparison: 3 similar vehicles

Olive Branch, MS

2007 Acura TSX Base

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

2007 Acura TSX Base

Marion, MS

UnscoredInsufficient · 0
$3,950Mileage not verified

Marion, MS

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Ocean Springs, MS

UnscoredInsufficient · 0
$3,995166,411 mi

Ocean Springs, MS

2008 INFINITI G 35

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

2008 INFINITI G 35

Southaven, MS

Salvage title
$3,998193,371 mi

Southaven, MS

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Jackson, MS

UnscoredInsufficient · 3
$4,000128,457 mi

Comparison: 3 similar vehicles

Jackson, MS

2016 Chevrolet Sonic LTZ

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

2016 Chevrolet Sonic LTZ

Jackson, MS

UnscoredInsufficient · 0
$4,000111,463 mi

Jackson, MS

2002 Cadillac DeVille Base

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

2002 Cadillac DeVille Base

Gore Springs, MS

UnscoredInsufficient · 0
$4,000177,174 mi

Gore Springs, MS

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Southaven, MS

UnscoredInsufficient · 0
$4,013136,366 mi

Southaven, MS

2010 Volkswagen Jetta Limited Edition

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

2010 Volkswagen Jetta Limited Edition

Grenada, MS

UnscoredInsufficient · 0
$4,250Mileage not verified

Grenada, MS

No Photo

2009 Toyota Corolla Base

Olive Branch, MS

UnscoredInsufficient · 0
$4,350164,476 mi

Olive Branch, MS

2007 Kia Amanti Base

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

2007 Kia Amanti Base

Southaven, MS

UnscoredInsufficient · 0
$4,415239,873 mi

Southaven, MS

2018 Nissan Altima SL

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

2018 Nissan Altima SL

Calhoun City, MS

UnscoredLimited · 7
$4,419233,546 mi

Comparison: 7 similar vehicles

Calhoun City, MS

2010 Honda Civic EX

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

2010 Honda Civic EX

Oxford, MS

UnscoredInsufficient · 4
$4,420395,328 mi

Comparison: 4 similar vehicles

Oxford, MS

2016 Nissan Sentra SV

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

2016 Nissan Sentra SV

D'Iberville, MS

UnscoredLimited · 8
$4,477114,825 mi

Comparison: 8 similar vehicles

D'Iberville, MS

2017 Ford Focus SE

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

2017 Ford Focus SE

Ocean Springs, MS

UnscoredLimited · 9
$4,500173,559 mi

Comparison: 9 similar vehicles

Ocean Springs, MS

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

2013 Nissan Maxima S

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

2013 Nissan Maxima S

Olive Branch, MS

UnscoredInsufficient · 3
$4,500182,873 mi

Comparison: 3 similar vehicles

Olive Branch, 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

Olive Branch, MS

UnscoredLimited · 9
$4,500192,000 mi

Comparison: 9 similar vehicles

Olive Branch, MS

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Hattiesburg, MS

UnscoredInsufficient · 4
$4,500164,491 mi

Comparison: 4 similar vehicles

Hattiesburg, MS

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Sardis, MS

UnscoredInsufficient · 0
$4,500165,000 mi

Sardis, MS

2007 Nissan Maxima SE

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

2007 Nissan Maxima SE

Gore Springs, MS

UnscoredInsufficient · 4
$4,500164,701 mi

Comparison: 4 similar vehicles

Gore Springs, 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

2003 Buick LeSabre Limited

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

2003 Buick LeSabre Limited

Grenada, MS

UnscoredInsufficient · 0
$4,500Mileage not verified

Grenada, MS

2018 Nissan Altima S

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

2018 Nissan Altima S

Grenada, MS

UnscoredLimited · 13
$4,584136,787 mi

Comparison: 13 similar vehicles

Grenada, MS

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Picayune, MS

UnscoredLimited · 15
$4,647222,887 mi

Comparison: 15 similar vehicles

Picayune, MS

2015 Nissan Sentra S

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

2015 Nissan Sentra S

Columbia, MS

UnscoredInsufficient · 4
$4,661187,871 mi

Comparison: 4 similar vehicles

Columbia, MS

2006 Lexus GS 300

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

2006 Lexus GS 300

Saucier, MS

UnscoredInsufficient · 0
$4,695187,228 mi

Saucier, MS

2016 Dodge Dart SE

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

2016 Dodge Dart SE

Carriere, MS

UnscoredInsufficient · 0
$4,700120,000 mi

Carriere, MS

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Olive Branch, MS

UnscoredInsufficient · 0
$4,799158,000 mi

Olive Branch, MS

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Jackson, MS

UnscoredInsufficient · 3
$4,800162,312 mi

Comparison: 3 similar vehicles

Jackson, MS

2013 Honda Accord Touring V6

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

2013 Honda Accord Touring V6

Jackson, MS

UnscoredInsufficient · 0
$4,800190,505 mi

Jackson, MS

2012 Ford Fusion Sport

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

2012 Ford Fusion Sport

Jackson, MS

UnscoredInsufficient · 0
$4,800198,985 mi

Jackson, MS

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Southaven, MS

UnscoredInsufficient · 0
$4,800177,314 mi

Southaven, 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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