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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 7, 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

464 listings found

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Zachary, LA

UnscoredInsufficient · 0
$3,999101,438 mi

Zachary, LA

2017 Dodge Grand Caravan SXT

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

2017 Dodge Grand Caravan SXT

Zachary, LA

UnscoredInsufficient · 0
$4,499217,943 mi

Zachary, LA

2012 Nissan Altima S

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

2012 Nissan Altima S

Zachary, LA

UnscoredInsufficient · 3
$4,995189,795 mi

Comparison: 3 similar vehicles

Zachary, LA

2009 Buick LaCrosse CX

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

2009 Buick LaCrosse CX

Zachary, LA

UnscoredInsufficient · 0
$4,995136,480 mi

Zachary, LA

2014 Subaru Forester i

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

2014 Subaru Forester i

Zachary, LA

UnscoredInsufficient · 0
$4,999138,303 mi

Zachary, LA

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Zachary, LA

Unscored
$5,499248,421 mi

Comparison: 9 similar vehicles

Zachary, LA

2013 Chevrolet Tahoe LT

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

2013 Chevrolet Tahoe LT

Zachary, LA

Unscored
$5,995207,125 mi

Comparison: 10 similar vehicles

Zachary, LA

2009 Toyota Camry SE

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

2009 Toyota Camry SE

Zachary, LA

UnscoredInsufficient · 0
$5,995195,220 mi

Zachary, LA

2008 Nissan Altima S

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

2008 Nissan Altima S

Zachary, LA

UnscoredInsufficient · 4
$5,995138,200 mi

Comparison: 4 similar vehicles

Zachary, LA

2013 Honda Crosstour EX

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

2013 Honda Crosstour EX

Zachary, LA

UnscoredInsufficient · 0
$5,999168,875 mi

Zachary, LA

2020 Mitsubishi Outlander SEL

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

2020 Mitsubishi Outlander SEL

Zachary, LA

Unscored
$6,499177,736 mi

Comparison: 16 similar vehicles

Zachary, LA

2018 Ford Edge Titanium

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

2018 Ford Edge Titanium

Zachary, LA

Unscored
$6,499155,162 mi

Comparison: 11 similar vehicles

Zachary, LA

2014 Ford Expedition King Ranch

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

2014 Ford Expedition King Ranch

Zachary, LA

UnscoredInsufficient · 3
$6,499209,711 mi

Comparison: 3 similar vehicles

Zachary, LA

2015 Nissan Pathfinder Platinum

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

2015 Nissan Pathfinder Platinum

Zachary, LA

Unscored
$6,995148,250 mi

Comparison: 15 similar vehicles

Zachary, LA

2014 Mercedes-Benz E-Class E350 Sport

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

2014 Mercedes-Benz E-Class E350 Sport

Zachary, LA

Unscored
$7,499162,048 mi

Comparison: 11 similar vehicles

Zachary, LA

2019 Nissan Sentra SR

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

2019 Nissan Sentra SR

Zachary, LA

Unscored
$7,995109,150 mi

Comparison: 9 similar vehicles

Zachary, LA

2014 Jeep Grand Cherokee Overland

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

2014 Jeep Grand Cherokee Overland

Zachary, LA

Unscored
$7,995151,965 mi

Comparison: 6 similar vehicles

Zachary, LA

2014 GMC Sierra 1500 SLT

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

2014 GMC Sierra 1500 SLT

Zachary, LA

Unscored
$7,999278,937 mi

Comparison: 25 similar vehicles

Zachary, LA

2015 Kia Optima EX

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

2015 Kia Optima EX

Zachary, LA

Unscored
$8,99586,275 mi

Comparison: 5 similar vehicles

Zachary, LA

2019 Chevrolet Silverado 1500 LD Work Truck 1WT

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

2019 Chevrolet Silverado 1500 LD Work Truck 1WT

Zachary, LA

UnscoredInsufficient · 4
$8,999217,579 mi

Comparison: 4 similar vehicles

Zachary, LA

2018 Nissan Armada SL

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

2018 Nissan Armada SL

Zachary, LA

UnscoredInsufficient · 3
$8,999129,266 mi

Comparison: 3 similar vehicles

Zachary, LA

2018 Volvo XC90 Momentum

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

2018 Volvo XC90 Momentum

Zachary, LA

UnscoredInsufficient · 0
$8,999184,815 mi

Zachary, LA

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Zachary, LA

Unscored
$9,99580,265 mi

Comparison: 5 similar vehicles

Zachary, LA

2016 Subaru Legacy 3.6R Limited

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

2016 Subaru Legacy 3.6R Limited

Zachary, LA

UnscoredInsufficient · 0
$9,995115,900 mi

Zachary, LA

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Zachary, LA

Fair PriceLimited · 14
$10,695114,945 mi

Market: $4,995 – $15,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Zachary, LA

2014 Acura MDX Technology Package

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

2014 Acura MDX Technology Package

Zachary, LA

Unscored
$10,990161,199 mi

Comparison: 11 similar vehicles

Zachary, LA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Zachary, LA

Unscored
$11,200135,048 mi

Comparison: 45 similar vehicles

Zachary, LA

2016 Nissan Murano Platinum

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

2016 Nissan Murano Platinum

Zachary, LA

UnscoredInsufficient · 3
$11,500127,322 mi

Comparison: 3 similar vehicles

Zachary, LA

2017 Chevrolet Tahoe LT

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

2017 Chevrolet Tahoe LT

Zachary, LA

Unscored
$12,220196,502 mi

Comparison: 42 similar vehicles

Zachary, LA

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

Zachary, LA

UnscoredInsufficient · 0
$12,36748,888 mi

Zachary, LA

2016 Honda Accord EX-L

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

2016 Honda Accord EX-L

Zachary, LA

Unscored
$12,880143,472 mi

Comparison: 12 similar vehicles

Zachary, LA

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Zachary, LA

UnscoredInsufficient · 3
$12,96799,417 mi

Comparison: 3 similar vehicles

Zachary, LA

2017 Honda CR-V EX-L

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

2017 Honda CR-V EX-L

Zachary, LA

Unscored
$12,995154,740 mi

Comparison: 19 similar vehicles

Zachary, LA

2022 Hyundai Accent SEL

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

2022 Hyundai Accent SEL

Zachary, LA

UnscoredInsufficient · 0
$13,49560,567 mi

Zachary, LA

2018 Buick Encore Preferred

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

2018 Buick Encore Preferred

Zachary, LA

OverpricedModerate · 22
$13,99266,909 mi

Market: $8,995 – $12,731

Comparison: 22 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Zachary, LA

2020 Nissan Altima S

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

2020 Nissan Altima S

Zachary, LA

Fair PriceModerate · 39
$14,59578,778 mi

Market: $6,995 – $19,000

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Zachary, LA

2017 GMC Sierra 1500 SLE

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

2017 GMC Sierra 1500 SLE

Zachary, LA

UnscoredInsufficient · 4
$14,880150,824 mi

Comparison: 4 similar vehicles

Zachary, LA

2016 GMC Sierra 1500 SLE

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

2016 GMC Sierra 1500 SLE

Zachary, LA

Unscored
$14,990173,352 mi

Comparison: 16 similar vehicles

Zachary, LA

2016 Chevrolet Tahoe LT

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

2016 Chevrolet Tahoe LT

Zachary, LA

Unscored
$15,480151,990 mi

Comparison: 45 similar vehicles

Zachary, LA

2016 Jeep Wrangler Unlimited Sport

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

2016 Jeep Wrangler Unlimited Sport

Zachary, LA

UnscoredInsufficient · 3
$15,87898,241 mi

Comparison: 3 similar vehicles

Zachary, LA

2022 Chevrolet Equinox Premier

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

2022 Chevrolet Equinox Premier

Zachary, LA

Great DealLimited · 15
$15,967102,481 mi

Market: $19,990 – $22,816

Comparison: 15 similar vehicles

Competitively priced ~20% below the typical range compared to similar vehicles · 23 days listed (based on current market benchmarks)

Zachary, LA

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Zachary, LA

Unscored
$15,99293,491 mi

Comparison: 5 similar vehicles

Zachary, LA

2019 Chevrolet Blazer 2LT

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

2019 Chevrolet Blazer 2LT

Zachary, LA

UnscoredInsufficient · 4
$16,70079,328 mi

Comparison: 4 similar vehicles

Zachary, LA

2018 Toyota Camry XSE

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

2018 Toyota Camry XSE

Zachary, LA

Unscored
$16,785144,261 mi

Comparison: 14 similar vehicles

Zachary, LA

2015 GMC Yukon XL Denali

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

2015 GMC Yukon XL Denali

Zachary, LA

Unscored
$17,400132,778 mi

Comparison: 8 similar vehicles

Zachary, LA

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

Zachary, LA

Unscored
$17,485155,077 mi

Comparison: 20 similar vehicles

Zachary, LA

2020 Cadillac XT6 Premium Luxury

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

2020 Cadillac XT6 Premium Luxury

Zachary, LA

UnscoredInsufficient · 4
$17,500130,493 mi

Comparison: 4 similar vehicles

Zachary, LA

2018 GMC Yukon SLT

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

2018 GMC Yukon SLT

Zachary, LA

Unscored
$17,800147,475 mi

Comparison: 5 similar vehicles

Zachary, LA

No Photo

2016 RAM 1500 Pickup Laramie

Zachary, LA

Unscored
$17,885143,236 mi

Comparison: 6 similar vehicles

Zachary, LA

2021 Jeep Grand Cherokee Laredo X

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

2021 Jeep Grand Cherokee Laredo X

Zachary, LA

Fair PriceLimited · 12
$17,96772,092 mi

Market: $14,200 – $21,325

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Zachary, LA

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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