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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

1,721 listings found

2011 Toyota Tacoma PreRunner

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

2011 Toyota Tacoma PreRunner

Grenada, MS

UnscoredInsufficient · 4
$6,995227,100 mi

Comparison: 4 similar vehicles

Grenada, MS

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Grenada, MS

UnscoredLimited · 8
$7,100274,000 mi

Comparison: 8 similar vehicles

Grenada, MS

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Senatobia, MS

UnscoredLimited · 7
$7,850194,463 mi

Comparison: 7 similar vehicles

Senatobia, MS

2014 Toyota Tundra SR5

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

2014 Toyota Tundra SR5

Grenada, MS

UnscoredLimited · 8
$7,995357,444 mi

Comparison: 8 similar vehicles

Grenada, MS

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Grenada, MS

UnscoredModerate · 24
$8,150189,770 mi

Comparison: 24 similar vehicles

Grenada, MS

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Oxford, MS

UnscoredModerate · 27
$8,925186,430 mi

Comparison: 27 similar vehicles

Oxford, MS

2010 Chevrolet Colorado 1LT

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

2010 Chevrolet Colorado 1LT

Hughes, AR

UnscoredInsufficient · 0
$9,045Mileage not verified

Hughes, AR

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Grenada, MS

UnscoredModerate · 42
$9,175274,936 mi

Comparison: 42 similar vehicles

Grenada, MS

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Grenada, MS

UnscoredLimited · 5
$9,599252,200 mi

Comparison: 5 similar vehicles

Grenada, MS

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Grenada, MS

UnscoredLimited · 5
$9,650130,087 mi

Comparison: 5 similar vehicles

Grenada, MS

2009 Ford F-150 King Ranch

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

2009 Ford F-150 King Ranch

Senatobia, MS

UnscoredInsufficient · 0
$9,850184,899 mi

Senatobia, MS

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Coldwater, MS

UnscoredInsufficient · 4
$9,995219,534 mi

Comparison: 4 similar vehicles

Coldwater, 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

Coldwater, MS

UnscoredLimited · 7
$9,995207,015 mi

Comparison: 7 similar vehicles

Coldwater, MS

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Sardis, MS

UnscoredInsufficient · 0
$10,000Mileage not verified

Sardis, MS

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Batesville, MS

UnscoredLimited · 18
$10,720184,115 mi

Comparison: 18 similar vehicles

Batesville, MS

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Oxford, MS

UnscoredLimited · 11
$10,870290,461 mi

Comparison: 11 similar vehicles

Oxford, MS

2003 Ford F-350 Super Duty Lariat

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

2003 Ford F-350 Super Duty Lariat

Coldwater, MS

UnscoredInsufficient · 0
$11,995161,542 mi

Coldwater, MS

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Grenada, MS

UnscoredModerate · 22
$12,487199,887 mi

Comparison: 22 similar vehicles

Grenada, MS

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Olive Branch, MS

UnscoredModerate · 31
$12,764162,239 mi

Comparison: 31 similar vehicles

Olive Branch, MS

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Oxford, MS

UnscoredRobust · 119
$12,870192,986 mi

Comparison: 119 similar vehicles

Oxford, MS

2018 Chevrolet Silverado 1500 LT Z71

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

2018 Chevrolet Silverado 1500 LT Z71

Coldwater, MS

UnscoredLimited · 6
$12,995242,060 mi

Comparison: 6 similar vehicles

Coldwater, MS

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Oxford, MS

UnscoredLimited · 11
$12,995145,383 mi

Comparison: 11 similar vehicles

Oxford, MS

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Cleveland, MS

UnscoredLimited · 6
$13,849130,980 mi

Comparison: 6 similar vehicles

Cleveland, MS

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Olive Branch, MS

UnscoredLimited · 19
$13,974192,269 mi

Comparison: 19 similar vehicles

Olive Branch, MS

2014 Nissan Frontier Desert Runner

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

2014 Nissan Frontier Desert Runner

Sardis, MS

UnscoredInsufficient · 0
$14,295121,626 mi

Sardis, MS

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Sardis, MS

UnscoredRobust · 57
$14,495223,452 mi

Comparison: 57 similar vehicles

Sardis, MS

2019 RAM 1500 Pickup Laramie

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

2019 RAM 1500 Pickup Laramie

Grenada, MS

UnscoredLimited · 9
$14,788201,134 mi

Comparison: 9 similar vehicles

Grenada, MS

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Grenada, MS

Fair PriceModerate · 21
$14,942105,650 mi

Market: $7,200 – $17,990

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Grenada, MS

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Coldwater, MS

UnscoredModerate · 25
$14,995190,585 mi

Comparison: 25 similar vehicles

Coldwater, MS

2015 Toyota Tundra 1794 Edition

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

2015 Toyota Tundra 1794 Edition

Grenada, MS

UnscoredInsufficient · 0
$14,995297,642 mi

Grenada, MS

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Grenada, MS

UnscoredInsufficient · 4
$15,000234,241 mi

Comparison: 4 similar vehicles

Grenada, MS

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Senatobia, MS

UnscoredModerate · 35
$15,000190,712 mi

Comparison: 35 similar vehicles

Senatobia, MS

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Grenada, MS

UnscoredInsufficient · 4
$15,424223,226 mi

Comparison: 4 similar vehicles

Grenada, MS

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Olive Branch, MS

Fair PriceModerate · 35
$15,78783,108 mi

Market: $13,990 – $31,190

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Olive Branch, MS

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Oxford, MS

UnscoredLimited · 10
$16,500176,963 mi

Comparison: 10 similar vehicles

Oxford, MS

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Grenada, MS

UnscoredLimited · 18
$16,574182,839 mi

Comparison: 18 similar vehicles

Grenada, MS

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Senatobia, MS

UnscoredLimited · 5
$16,900167,075 mi

Comparison: 5 similar vehicles

Senatobia, MS

2018 Chevrolet Colorado Work Truck

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

2018 Chevrolet Colorado Work Truck

Oxford, MS

UnscoredInsufficient · 0
$16,96951,607 mi

Oxford, MS

2015 Ford F-450 Super Duty Chassis Cab XL

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

2015 Ford F-450 Super Duty Chassis Cab XL

Coldwater, MS

UnscoredInsufficient · 0
$16,995274,667 mi

Coldwater, MS

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Coldwater, MS

UnscoredModerate · 28
$16,995182,463 mi

Comparison: 28 similar vehicles

Coldwater, MS

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Coldwater, MS

UnscoredLimited · 6
$16,99574,871 mi

Comparison: 6 similar vehicles

Coldwater, MS

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

Coldwater, MS

OverpricedLimited · 17
$16,995144,206 mi

Market: $3,899 – $16,885

Comparison: 17 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Coldwater, MS

2003 Ford F-250 Super Duty XL

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

2003 Ford F-250 Super Duty XL

Coldwater, MS

UnscoredInsufficient · 4
$16,995159,132 mi

Comparison: 4 similar vehicles

Coldwater, MS

2001 Ford F-250 Super Duty Lariat

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

2001 Ford F-250 Super Duty Lariat

Coldwater, MS

UnscoredInsufficient · 0
$16,995293,743 mi

Coldwater, MS

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Oxford, MS

UnscoredLimited · 6
$17,500102,092 mi

Comparison: 6 similar vehicles

Oxford, MS

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Grenada, MS

UnscoredInsufficient · 3
$17,885149,975 mi

Comparison: 3 similar vehicles

Grenada, MS

2014 RAM 1500 Sport

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

2014 RAM 1500 Sport

Tunica, MS

UnscoredInsufficient · 0
$17,925172,159 mi

Tunica, MS

2007 Ford F-250 Super Duty Lariat

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

2007 Ford F-250 Super Duty Lariat

Coldwater, MS

UnscoredInsufficient · 0
$17,995161,380 mi

Coldwater, MS

2016 Chevrolet Silverado 1500 High Country

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

2016 Chevrolet Silverado 1500 High Country

Grenada, MS

UnscoredInsufficient · 0
$18,000189,199 mi

Grenada, MS

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Grenada, MS

Fair PriceLimited · 16
$18,22577,607 mi

Market: $12,500 – $21,583

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 145 days listed (based on current market benchmarks)

Grenada, 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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