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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 10, 2026

7.3M+

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

2,304 listings found

2005 Toyota 4Runner SR5

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

2005 Toyota 4Runner SR5

Brandon, MS

UnscoredInsufficient · 4
$3,005194,441 mi

Comparison: 4 similar vehicles

Brandon, 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
$3,875200,000 mi

Brandon, MS

2011 Chevrolet Traverse LTZ

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

2011 Chevrolet Traverse LTZ

Brandon, MS

UnscoredInsufficient · 0
$3,887199,268 mi

Brandon, 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

2012 Nissan Altima S

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

2012 Nissan Altima S

Brandon, MS

UnscoredInsufficient · 3
$5,615146,769 mi

Comparison: 3 similar vehicles

Brandon, MS

2006 Toyota Avalon XL

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

2006 Toyota Avalon XL

Brandon, MS

UnscoredInsufficient · 0
$5,997229,764 mi

Brandon, MS

2010 Nissan Xterra S

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

2010 Nissan Xterra S

Brandon, MS

Unscored
$6,500173,911 mi

Comparison: 5 similar vehicles

Brandon, MS

2015 Nissan Pathfinder SL

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

2015 Nissan Pathfinder SL

Brandon, MS

Unscored
$6,887168,619 mi

Comparison: 45 similar vehicles

Brandon, MS

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Brandon, MS

Unscored
$8,078141,288 mi

Comparison: 37 similar vehicles

Brandon, MS

2009 GMC Acadia SLT2

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

2009 GMC Acadia SLT2

Brandon, MS

UnscoredInsufficient · 0
$8,495133,547 mi

Brandon, MS

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Brandon, MS

Fair PriceLimited · 15
$9,500118,819 mi

Market: $4,495 – $17,500

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Brandon, MS

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Brandon, MS

UnscoredInsufficient · 4
$9,85084,515 mi

Comparison: 4 similar vehicles

Brandon, MS

2016 RAM 2500 Pickup Tradesman

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

2016 RAM 2500 Pickup Tradesman

Brandon, MS

Unscored
$10,266335,394 mi

Comparison: 7 similar vehicles

Brandon, MS

2017 Buick Encore Essence

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

2017 Buick Encore Essence

Brandon, MS

Unscored
$10,50099,548 mi

Comparison: 5 similar vehicles

Brandon, MS

2011 Toyota 4Runner SR5

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

2011 Toyota 4Runner SR5

Brandon, MS

Unscored
$10,700240,823 mi

Comparison: 18 similar vehicles

Brandon, MS

2013 Toyota Avalon XLE Touring

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

2013 Toyota Avalon XLE Touring

Brandon, MS

UnscoredInsufficient · 0
$10,991159,272 mi

Brandon, MS

2011 Honda CR-V EX-L

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

2011 Honda CR-V EX-L

Brandon, MS

UnscoredInsufficient · 0
$10,991130,834 mi

Brandon, MS

2019 Nissan Sentra SR

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

2019 Nissan Sentra SR

Brandon, MS

Fair PriceLimited · 11
$11,25781,418 mi

Market: $6,900 – $12,599

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Brandon, MS

2011 Honda CR-V SE

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

2011 Honda CR-V SE

Brandon, MS

UnscoredInsufficient · 0
$11,500117,673 mi

Brandon, MS

2016 Toyota Highlander XLE

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

2016 Toyota Highlander XLE

Brandon, MS

Unscored
$11,645220,815 mi

Comparison: 13 similar vehicles

Brandon, MS

2021 Jeep Compass Limited

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

2021 Jeep Compass Limited

Brandon, MS

Unscored
$11,769134,489 mi

Comparison: 7 similar vehicles

Brandon, MS

2012 Toyota Sequoia Limited

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

2012 Toyota Sequoia Limited

Brandon, MS

UnscoredInsufficient · 0
$11,900218,135 mi

Brandon, MS

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Brandon, MS

Fair PriceModerate · 24
$11,99588,256 mi

Market: $4,463 – $12,995

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 172 days listed (based on current market benchmarks)

Brandon, MS

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Brandon, MS

UnscoredInsufficient · 3
$12,179110,535 mi

Comparison: 3 similar vehicles

Brandon, MS

2013 Toyota Highlander Limited

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

2013 Toyota Highlander Limited

Brandon, MS

Unscored
$12,340157,724 mi

Comparison: 11 similar vehicles

Brandon, MS

2020 Ford Escape S

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

2020 Ford Escape S

Brandon, MS

UnscoredInsufficient · 4
$12,62592,367 mi

Comparison: 4 similar vehicles

Brandon, MS

2020 Chevrolet Trax LS

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

2020 Chevrolet Trax LS

Brandon, MS

Fair PriceModerate · 37
$12,69564,367 mi

Market: $6,495 – $15,666

Comparison: 37 similar vehicles

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

Brandon, MS

2018 Mercedes-Benz E-Class E300

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

2018 Mercedes-Benz E-Class E300

Brandon, MS

UnscoredInsufficient · 4
$12,795151,922 mi

Comparison: 4 similar vehicles

Brandon, MS

2012 Jeep Wrangler Sport

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

2012 Jeep Wrangler Sport

Brandon, MS

Unscored
$12,900107,821 mi

Comparison: 7 similar vehicles

Brandon, MS

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Brandon, MS

Unscored
$12,991162,211 mi

Comparison: 6 similar vehicles

Brandon, MS

2019 INFINITI QX60 PURE

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

2019 INFINITI QX60 PURE

Brandon, MS

Fair PriceModerate · 27
$12,995112,178 mi

Market: $12,900 – $16,224

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 132 days listed (based on current market benchmarks)

Brandon, MS

2019 GMC Acadia Denali

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

2019 GMC Acadia Denali

Brandon, MS

Unscored
$13,179136,644 mi

Comparison: 47 similar vehicles

Brandon, MS

2016 Jeep Grand Cherokee Limited

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

2016 Jeep Grand Cherokee Limited

Brandon, MS

Fair PriceLimited · 11
$13,256118,409 mi

Market: $7,298 – $15,975

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Brandon, MS

2014 Toyota Sequoia Limited

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

2014 Toyota Sequoia Limited

Brandon, MS

UnscoredInsufficient · 0
$13,256237,057 mi

Brandon, MS

2020 Toyota Camry LE

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

2020 Toyota Camry LE

Brandon, MS

Unscored
$13,289169,225 mi

Comparison: 10 similar vehicles

Brandon, MS

2018 Nissan Armada SV

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

2018 Nissan Armada SV

Brandon, MS

Unscored
$13,313139,550 mi

Comparison: 5 similar vehicles

Brandon, MS

2019 Chevrolet Colorado Work Truck

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

2019 Chevrolet Colorado Work Truck

Brandon, MS

Unscored
$13,350156,301 mi

Comparison: 17 similar vehicles

Brandon, MS

2018 Honda CR-V EX

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

2018 Honda CR-V EX

Brandon, MS

UnscoredInsufficient · 4
$13,424145,161 mi

Comparison: 4 similar vehicles

Brandon, MS

2019 Dodge Grand Caravan SXT

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

2019 Dodge Grand Caravan SXT

Brandon, MS

UnscoredInsufficient · 3
$13,50082,524 mi

Comparison: 3 similar vehicles

Brandon, MS

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

Brandon, MS

Unscored
$13,500141,562 mi

Comparison: 6 similar vehicles

Brandon, MS

2021 Volkswagen Passat SE

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

2021 Volkswagen Passat SE

Brandon, MS

UnscoredInsufficient · 0
$13,51987,019 mi

Brandon, MS

2015 Jeep Wrangler Unlimited Sport

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

2015 Jeep Wrangler Unlimited Sport

Brandon, MS

Unscored
$13,600125,741 mi

Comparison: 38 similar vehicles

Brandon, MS

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Brandon, MS

Unscored
$13,84393,872 mi

Comparison: 7 similar vehicles

Brandon, MS

2020 Chevrolet Colorado LT

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

2020 Chevrolet Colorado LT

Brandon, MS

Fair PriceModerate · 40
$13,877104,257 mi

Market: $12,538 – $23,401

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Brandon, MS

2015 Toyota Prius Two

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

2015 Toyota Prius Two

Brandon, MS

UnscoredInsufficient · 4
$13,886113,143 mi

Comparison: 4 similar vehicles

Brandon, MS

2019 Ford Transit Van Base

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

2019 Ford Transit Van Base

Brandon, MS

Unscored
$13,900206,580 mi

Comparison: 10 similar vehicles

Brandon, MS

2017 Jeep Cherokee High Altitude

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

2017 Jeep Cherokee High Altitude

Brandon, MS

UnscoredInsufficient · 0
$13,99197,805 mi

Brandon, 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

Unscored
$13,991118,175 mi

Comparison: 5 similar vehicles

Brandon, MS

2020 Nissan Kicks SV

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

2020 Nissan Kicks SV

Brandon, MS

Unscored
$14,07974,001 mi

Comparison: 9 similar vehicles

Brandon, MS

2019 Volkswagen Jetta R-Line

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

2019 Volkswagen Jetta R-Line

Brandon, MS

Unscored
$14,079112,839 mi

Comparison: 6 similar vehicles

Brandon, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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