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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

1,130 listings found

2018 Kia Optima LX

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

2018 Kia Optima LX

Repton, AL

Unscored
$3,500163,235 mi

Comparison: 22 similar vehicles

Repton, AL

2018 Buick Encore Preferred

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

2018 Buick Encore Preferred

Repton, AL

Unscored
$3,500130,060 mi

Comparison: 16 similar vehicles

Repton, AL

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Repton, AL

Unscored
$3,500189,881 mi

Comparison: 33 similar vehicles

Repton, AL

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Repton, AL

Unscored
$3,500195,868 mi

Comparison: 23 similar vehicles

Repton, AL

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Repton, AL

Unscored
$3,500166,832 mi

Comparison: 11 similar vehicles

Repton, AL

2013 Jeep Grand Cherokee Laredo

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

2013 Jeep Grand Cherokee Laredo

Repton, AL

Unscored
$3,500194,824 mi

Comparison: 5 similar vehicles

Repton, AL

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Repton, AL

Unscored
$3,500184,320 mi

Comparison: 30 similar vehicles

Repton, AL

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Repton, AL

Unscored
$4,000167,708 mi

Comparison: 66 similar vehicles

Repton, AL

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Repton, AL

UnscoredInsufficient · 3
$4,000117,520 mi

Comparison: 3 similar vehicles

Repton, AL

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Repton, AL

Unscored
$4,000143,453 mi

Comparison: 39 similar vehicles

Repton, AL

2018 Kia Optima LX

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

2018 Kia Optima LX

Repton, AL

Unscored
$4,000149,003 mi

Comparison: 22 similar vehicles

Repton, AL

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

Repton, AL

Unscored
$4,000187,921 mi

Comparison: 9 similar vehicles

Repton, AL

2008 Ford F-150 FX4

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

2008 Ford F-150 FX4

Repton, AL

Unscored
$4,000159,795 mi

Comparison: 8 similar vehicles

Repton, AL

2018 Hyundai Santa Fe Sport

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

2018 Hyundai Santa Fe Sport

Repton, AL

Unscored
$4,500178,998 mi

Comparison: 47 similar vehicles

Repton, AL

2015 Ford Explorer Limited

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

2015 Ford Explorer Limited

Repton, AL

Unscored
$4,500132,656 mi

Comparison: 31 similar vehicles

Repton, AL

2019 Ford Explorer XLT

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

2019 Ford Explorer XLT

Repton, AL

Unscored
$5,000132,465 mi

Comparison: 44 similar vehicles

Repton, AL

2016 Nissan Pathfinder S

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

2016 Nissan Pathfinder S

Thomasville, AL

UnscoredInsufficient · 4
$5,967168,344 mi

Comparison: 4 similar vehicles

Thomasville, AL

2005 Scion xB Base

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

2005 Scion xB Base

Monroeville, AL

UnscoredInsufficient · 0
$5,995209,269 mi

Monroeville, AL

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Jackson, AL

Unscored
$6,989205,372 mi

Comparison: 20 similar vehicles

Jackson, AL

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Camden, AL

Unscored
$6,995182,335 mi

Comparison: 6 similar vehicles

Camden, AL

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Jackson, AL

Unscored
$7,768137,997 mi

Comparison: 13 similar vehicles

Jackson, AL

2018 Ford Edge Titanium

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

2018 Ford Edge Titanium

Monroeville, AL

Unscored
$7,900176,922 mi

Comparison: 27 similar vehicles

Monroeville, AL

2008 Chevrolet Suburban LS

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

2008 Chevrolet Suburban LS

Monroeville, AL

UnscoredInsufficient · 4
$7,989214,019 mi

Comparison: 4 similar vehicles

Monroeville, AL

2015 Lincoln Navigator Base

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

2015 Lincoln Navigator Base

Monroeville, AL

Unscored
$7,990180,485 mi

Comparison: 15 similar vehicles

Monroeville, AL

2010 Toyota Yaris Base

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

2010 Toyota Yaris Base

Thomasville, AL

Unscored
$7,995124,126 mi

Comparison: 5 similar vehicles

Thomasville, AL

No Photo

2009 Mercedes-Benz C-Class C300 Luxury

Chatom, AL

UnscoredInsufficient · 0
$7,995162,563 mi

Chatom, AL

2016 Buick Encore Leather

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

2016 Buick Encore Leather

Grove Hill, AL

UnscoredInsufficient · 0
$8,892132,420 mi

Grove Hill, AL

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Camden, AL

Unscored
$8,995282,000 mi

Comparison: 19 similar vehicles

Camden, AL

2013 Buick Encore Premium

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

2013 Buick Encore Premium

Thomasville, AL

UnscoredInsufficient · 4
$8,995111,912 mi

Comparison: 4 similar vehicles

Thomasville, AL

2017 INFINITI QX60 Base

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

2017 INFINITI QX60 Base

Grove Hill, AL

Unscored
$9,897143,281 mi

Comparison: 35 similar vehicles

Grove Hill, AL

2020 Nissan Versa Sedan SV

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

2020 Nissan Versa Sedan SV

Camden, AL

Unscored
$9,995138,246 mi

Comparison: 6 similar vehicles

Camden, AL

2016 Ford Expedition XL

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

2016 Ford Expedition XL

Monroeville, AL

UnscoredInsufficient · 0
$9,995148,707 mi

Monroeville, AL

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Thomasville, AL

Fair PriceLimited · 18
$9,99599,914 mi

Market: $3,500 – $14,995

Comparison: 18 similar vehicles

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

Thomasville, AL

2015 Ford Transit Connect XL

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

2015 Ford Transit Connect XL

Monroeville, AL

Unscored
$9,995246,337 mi

Comparison: 17 similar vehicles

Monroeville, AL

2013 Cadillac Escalade Luxury

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

2013 Cadillac Escalade Luxury

Thomasville, AL

UnscoredInsufficient · 3
$9,995198,192 mi

Comparison: 3 similar vehicles

Thomasville, AL

2012 GMC Yukon SLT

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

2012 GMC Yukon SLT

Thomasville, AL

Unscored
$9,995213,717 mi

Comparison: 17 similar vehicles

Thomasville, AL

No Photo

2013 Toyota Camry L

Chatom, AL

UnscoredInsufficient · 3
$10,000155,387 mi

Comparison: 3 similar vehicles

Chatom, AL

2018 Ford Escape SE

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

2018 Ford Escape SE

Grove Hill, AL

Fair PriceRobust · 51
$10,692112,402 mi

Market: $4,279 – $14,995

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Grove Hill, AL

2018 Kia Niro EX

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

2018 Kia Niro EX

Grove Hill, AL

UnscoredInsufficient · 0
$10,696126,035 mi

Grove Hill, AL

2019 Ford Explorer XLT

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

2019 Ford Explorer XLT

Grove Hill, AL

Unscored
$10,896175,313 mi

Comparison: 43 similar vehicles

Grove Hill, AL

2015 Subaru Outback Limited

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

2015 Subaru Outback Limited

Grove Hill, AL

Unscored
$10,897148,619 mi

Comparison: 19 similar vehicles

Grove Hill, AL

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Monroeville, AL

Unscored
$10,900243,798 mi

Comparison: 26 similar vehicles

Monroeville, AL

2020 Chrysler Voyager LXI

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

2020 Chrysler Voyager LXI

Camden, AL

UnscoredInsufficient · 3
$10,990176,029 mi

Comparison: 3 similar vehicles

Camden, AL

2018 Nissan NV Cargo S

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

2018 Nissan NV Cargo S

Monroeville, AL

UnscoredInsufficient · 0
$10,995244,375 mi

Monroeville, AL

2017 Ford Focus SE

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

2017 Ford Focus SE

Camden, AL

Fair PriceModerate · 28
$10,995103,730 mi

Market: $4,500 – $13,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1647 days listed (based on current market benchmarks)

Camden, AL

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

Monroeville, AL

Unscored
$10,995122,169 mi

Comparison: 11 similar vehicles

Monroeville, AL

No Photo

2014 Mercedes-Benz C-Class C250 Sport

Chatom, AL

Unscored
$10,99574,439 mi

Comparison: 5 similar vehicles

Chatom, AL

2019 GMC Acadia SLE-1

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

2019 GMC Acadia SLE-1

Grove Hill, AL

Unscored
$11,897133,372 mi

Comparison: 14 similar vehicles

Grove Hill, AL

2014 Buick LaCrosse Premium

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

2014 Buick LaCrosse Premium

Thomasville, AL

UnscoredInsufficient · 0
$11,900136,262 mi

Thomasville, AL

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Thomasville, AL

Unscored
$11,900193,006 mi

Comparison: 23 similar vehicles

Thomasville, AL

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 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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