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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 9, 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

108 listings found

2013 Lincoln MKZ Base

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

2013 Lincoln MKZ Base

Loxley, AL

UnscoredInsufficient · 4
$3,250194,798 mi

Comparison: 4 similar vehicles

Loxley, AL

2014 BMW X3 xDrive28i

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

2014 BMW X3 xDrive28i

Loxley, AL

Unscored
$5,750129,144 mi

Comparison: 7 similar vehicles

Loxley, AL

2018 Dodge Grand Caravan SXT

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

2018 Dodge Grand Caravan SXT

Loxley, AL

UnscoredInsufficient · 4
$7,000116,371 mi

Comparison: 4 similar vehicles

Loxley, AL

2016 Jeep Grand Cherokee Overland

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

2016 Jeep Grand Cherokee Overland

Loxley, AL

Unscored
$7,225200,429 mi

Comparison: 13 similar vehicles

Loxley, AL

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Loxley, AL

Unscored
$7,650163,668 mi

Comparison: 19 similar vehicles

Loxley, AL

2021 Jeep Grand Cherokee Limited

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

2021 Jeep Grand Cherokee Limited

Loxley, AL

Unscored
$7,915147,826 mi

Comparison: 27 similar vehicles

Loxley, AL

2018 Audi Q3 Premium

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

2018 Audi Q3 Premium

Loxley, AL

Unscored
$8,50094,244 mi

Comparison: 6 similar vehicles

Loxley, AL

2017 Audi Q3 Premium Plus

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

2017 Audi Q3 Premium Plus

Loxley, AL

UnscoredInsufficient · 3
$8,50096,139 mi

Comparison: 3 similar vehicles

Loxley, AL

2013 Mercedes-Benz GL-Class GL450

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

2013 Mercedes-Benz GL-Class GL450

Loxley, AL

Unscored
$8,84098,376 mi

Comparison: 6 similar vehicles

Loxley, AL

2014 Toyota Camry XLE

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

2014 Toyota Camry XLE

Loxley, AL

Unscored
$8,950110,012 mi

Comparison: 6 similar vehicles

Loxley, AL

2008 Toyota Tacoma PreRunner

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

2008 Toyota Tacoma PreRunner

Loxley, AL

UnscoredInsufficient · 4
$8,950245,586 mi

Comparison: 4 similar vehicles

Loxley, AL

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Loxley, AL

Unscored
$8,999134,210 mi

Comparison: 26 similar vehicles

Loxley, AL

2012 RAM 2500 Pickup Power Wagon

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

2012 RAM 2500 Pickup Power Wagon

Loxley, AL

UnscoredInsufficient · 0
$9,900162,859 mi

Loxley, AL

2017 Toyota Camry SE

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

2017 Toyota Camry SE

Loxley, AL

Unscored
$9,980156,420 mi

Comparison: 13 similar vehicles

Loxley, AL

2012 Toyota Highlander Base

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

2012 Toyota Highlander Base

Loxley, AL

UnscoredInsufficient · 4
$10,450149,775 mi

Comparison: 4 similar vehicles

Loxley, AL

2018 Porsche Macan Base

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

2018 Porsche Macan Base

Loxley, AL

Unscored
$10,750176,615 mi

Comparison: 5 similar vehicles

Loxley, AL

2017 Jeep Grand Cherokee Limited

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

2017 Jeep Grand Cherokee Limited

Loxley, AL

Unscored
$11,930116,672 mi

Comparison: 5 similar vehicles

Loxley, AL

2018 Nissan Altima SR

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

2018 Nissan Altima SR

Loxley, AL

Fair PriceModerate · 22
$11,995103,605 mi

Market: $6,207 – $15,064

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

Loxley, AL

2018 Toyota Camry LE

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

2018 Toyota Camry LE

Loxley, AL

Unscored
$12,595143,865 mi

Comparison: 20 similar vehicles

Loxley, AL

2014 Lexus RX 350

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

2014 Lexus RX 350

Loxley, AL

Unscored
$12,750148,523 mi

Comparison: 13 similar vehicles

Loxley, AL

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Loxley, AL

Great DealModerate · 21
$12,875113,555 mi

Market: $13,890 – $19,792

Comparison: 21 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 71 days listed (based on current market benchmarks)

Loxley, AL

2003 Mercedes-Benz SL-Class SL500

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

2003 Mercedes-Benz SL-Class SL500

Loxley, AL

UnscoredInsufficient · 0
$12,99084,316 mi

Loxley, AL

2015 Ford Expedition Limited

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

2015 Ford Expedition Limited

Loxley, AL

Unscored
$13,450141,363 mi

Comparison: 7 similar vehicles

Loxley, AL

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

Loxley, AL

Unscored
$13,500217,480 mi

Comparison: 17 similar vehicles

Loxley, AL

2020 Nissan Altima SV

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

2020 Nissan Altima SV

Loxley, AL

Great DealModerate · 21
$13,57586,695 mi

Market: $14,436 – $18,244

Comparison: 21 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 47 days listed (based on current market benchmarks)

Loxley, AL

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Loxley, AL

Unscored
$13,968136,965 mi

Comparison: 12 similar vehicles

Loxley, AL

2018 Chevrolet Traverse 3LT

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

2018 Chevrolet Traverse 3LT

Loxley, AL

UnscoredInsufficient · 4
$13,995123,356 mi

Comparison: 4 similar vehicles

Loxley, AL

2016 Ford Flex Limited

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

2016 Ford Flex Limited

Loxley, AL

UnscoredInsufficient · 0
$13,99598,453 mi

Loxley, AL

2019 Honda Odyssey EX

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

2019 Honda Odyssey EX

Loxley, AL

UnscoredInsufficient · 3
$14,395171,280 mi

Comparison: 3 similar vehicles

Loxley, AL

2018 Nissan Armada SL

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

2018 Nissan Armada SL

Loxley, AL

Unscored
$14,875122,700 mi

Comparison: 11 similar vehicles

Loxley, AL

2021 Volkswagen Tiguan SE

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

2021 Volkswagen Tiguan SE

Loxley, AL

Fair PriceModerate · 23
$14,980101,956 mi

Market: $9,500 – $16,111

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Loxley, AL

2017 Ford Explorer Platinum

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

2017 Ford Explorer Platinum

Loxley, AL

Unscored
$14,995113,240 mi

Comparison: 8 similar vehicles

Loxley, AL

2016 Honda HR-V EX

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

2016 Honda HR-V EX

Loxley, AL

UnscoredInsufficient · 4
$14,999144,559 mi

Comparison: 4 similar vehicles

Loxley, AL

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Loxley, AL

UnscoredInsufficient · 0
$15,87543,530 mi

Loxley, AL

2020 Nissan Altima SR

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

2020 Nissan Altima SR

Loxley, AL

UnscoredInsufficient · 4
$15,89094,514 mi

Comparison: 4 similar vehicles

Loxley, AL

2020 Ford Fusion Hybrid SE

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

2020 Ford Fusion Hybrid SE

Loxley, AL

UnscoredInsufficient · 3
$16,17592,728 mi

Comparison: 3 similar vehicles

Loxley, AL

2013 Honda CR-V EX-L

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

2013 Honda CR-V EX-L

Loxley, AL

Fair PriceModerate · 24
$16,87584,575 mi

Market: $7,985 – $17,336

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Loxley, AL

2016 Ford Expedition King Ranch

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

2016 Ford Expedition King Ranch

Loxley, AL

UnscoredInsufficient · 0
$16,980158,540 mi

Loxley, AL

2020 Toyota Camry SE

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

2020 Toyota Camry SE

Loxley, AL

Fair PriceLimited · 17
$16,995119,535 mi

Market: $15,999 – $18,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Loxley, AL

2020 Nissan Sentra SV

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

2020 Nissan Sentra SV

Loxley, AL

UnscoredInsufficient · 0
$17,50038,679 mi

Loxley, AL

2015 Lexus IS 250

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

2015 Lexus IS 250

Loxley, AL

UnscoredInsufficient · 3
$17,525114,429 mi

Comparison: 3 similar vehicles

Loxley, AL

2018 Honda Accord Sport

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

2018 Honda Accord Sport

Loxley, AL

Unscored
$17,59572,865 mi

Comparison: 9 similar vehicles

Loxley, AL

2022 Ford F-250 Super Duty XLT

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

2022 Ford F-250 Super Duty XLT

Loxley, AL

Unscored
$17,950221,563 mi

Comparison: 43 similar vehicles

Loxley, AL

2004 Ford Mustang GT Deluxe

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

2004 Ford Mustang GT Deluxe

Loxley, AL

UnscoredInsufficient · 0
$17,99570,351 mi

Loxley, AL

2016 Lexus ES 350

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

2016 Lexus ES 350

Loxley, AL

Unscored
$17,999108,669 mi

Comparison: 9 similar vehicles

Loxley, AL

2020 Honda Pilot Touring

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

2020 Honda Pilot Touring

Loxley, AL

UnscoredInsufficient · 3
$18,595164,770 mi

Comparison: 3 similar vehicles

Loxley, AL

2023 Hyundai Santa Fe SEL

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

2023 Hyundai Santa Fe SEL

Loxley, AL

Fair PriceLimited · 18
$18,875118,560 mi

Market: $18,667 – $21,867

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 107 days listed (based on current market benchmarks)

Loxley, AL

2020 Toyota Camry SE

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

2020 Toyota Camry SE

Loxley, AL

Fair PriceLimited · 17
$18,87594,899 mi

Market: $15,999 – $18,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Loxley, AL

1997 Jaguar XK8

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

1997 Jaguar XK8

Loxley, AL

UnscoredInsufficient · 0
$18,995132,951 mi

Loxley, AL

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Loxley, AL

Unscored
$19,50090,121 mi

Comparison: 6 similar vehicles

Loxley, AL

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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