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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

135 listings found

2014 Ford Focus SE

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

2014 Ford Focus SE

Shelbyville, TN

UnscoredLimited · 6
$2,994241,500 mi

Comparison: 6 similar vehicles

Shelbyville, TN

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Shelbyville, TN

Salvage title
$5,495120,195 mi

Shelbyville, TN

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Shelbyville, TN

UnscoredRobust · 82
$5,500206,111 mi

Comparison: 82 similar vehicles

Shelbyville, TN

2008 Ford Ranger Sport

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

2008 Ford Ranger Sport

Shelbyville, TN

UnscoredInsufficient · 0
$5,900208,690 mi

Shelbyville, TN

2014 Ford Fusion S

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

2014 Ford Fusion S

Shelbyville, TN

UnscoredLimited · 10
$5,995274,899 mi

Comparison: 10 similar vehicles

Shelbyville, TN

2014 Ford Flex Limited

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

2014 Ford Flex Limited

Shelbyville, TN

UnscoredLimited · 17
$6,900193,051 mi

Comparison: 17 similar vehicles

Shelbyville, TN

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Shelbyville, TN

Fair PriceModerate · 44
$6,95073,563 mi

Market: $2,999 – $14,649

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Shelbyville, TN

2014 Ford Explorer Sport

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

2014 Ford Explorer Sport

Shelbyville, TN

UnscoredLimited · 10
$7,500195,973 mi

Comparison: 10 similar vehicles

Shelbyville, TN

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

Shelbyville, TN

Salvage title
$7,995140,968 mi

Shelbyville, TN

2020 Ford Fusion Titanium

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

2020 Ford Fusion Titanium

Shelbyville, TN

Salvage title
$8,995114,678 mi

Shelbyville, TN

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Shelbyville, TN

UnscoredRobust · 52
$9,999211,169 mi

Comparison: 52 similar vehicles

Shelbyville, TN

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Shelbyville, TN

Fair PriceLimited · 11
$10,450114,632 mi

Market: $10,199 – $18,900

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Shelbyville, TN

2017 Ford Mustang EcoBoost Premium

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

2017 Ford Mustang EcoBoost Premium

Shelbyville, TN

UnscoredLimited · 15
$10,900142,365 mi

Comparison: 15 similar vehicles

Shelbyville, TN

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

Shelbyville, TN

UnscoredRobust · 63
$10,900176,579 mi

Comparison: 63 similar vehicles

Shelbyville, TN

2006 Ford F-350 Super Duty Chassis Cab XL

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

2006 Ford F-350 Super Duty Chassis Cab XL

Shelbyville, TN

UnscoredInsufficient · 4
$10,900143,002 mi

Comparison: 4 similar vehicles

Shelbyville, TN

2016 Ford Explorer Sport

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

2016 Ford Explorer Sport

Shelbyville, TN

UnscoredInsufficient · 0
$11,65011,000 mi

Shelbyville, TN

2013 Ford Escape SE

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

2013 Ford Escape SE

Shelbyville, TN

Salvage title
$11,950109,038 mi

Shelbyville, TN

2014 Ford Escape SE

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

2014 Ford Escape SE

Shelbyville, TN

OverpricedLimited · 10
$12,950103,419 mi

Market: $3,950 – $7,799

Comparison: 10 similar vehicles

Priced ~66% above the typical market range for similar vehicles (based on current market benchmarks)

Shelbyville, TN

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Shelbyville, TN

UnscoredInsufficient · 3
$12,99095,896 mi

Comparison: 3 similar vehicles

Shelbyville, TN

2018 Ford Explorer Sport

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

2018 Ford Explorer Sport

Shelbyville, TN

UnscoredInsufficient · 3
$13,800156,903 mi

Comparison: 3 similar vehicles

Shelbyville, TN

2004 Ford F-350 Super Duty Lariat

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

2004 Ford F-350 Super Duty Lariat

Shelbyville, TN

UnscoredInsufficient · 0
$13,900290,749 mi

Shelbyville, TN

2008 Ford Expedition Limited

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

2008 Ford Expedition Limited

Shelbyville, TN

UnscoredInsufficient · 3
$13,99576,415 mi

Comparison: 3 similar vehicles

Shelbyville, TN

2018 Ford Mustang EcoBoost Premium

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

2018 Ford Mustang EcoBoost Premium

Shelbyville, TN

Fair PriceModerate · 35
$14,500118,543 mi

Market: $12,485 – $21,844

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 122 days listed (based on current market benchmarks)

Shelbyville, TN

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Shelbyville, TN

Fair PriceLimited · 10
$14,50082,129 mi

Market: $9,499 – $25,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 173 days listed (based on current market benchmarks)

Shelbyville, TN

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

Shelbyville, TN

UnscoredLimited · 9
$14,950180,000 mi

Comparison: 9 similar vehicles

Shelbyville, TN

2023 Ford Bronco Sport Big Bend

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

2023 Ford Bronco Sport Big Bend

Shelbyville, TN

Salvage title
$15,99557,656 mi

Shelbyville, TN

2015 Ford F-150 Lariat

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

2015 Ford F-150 Lariat

Shelbyville, TN

UnscoredRobust · 74
$17,900149,182 mi

Comparison: 74 similar vehicles

Shelbyville, TN

2018 Ford Explorer Sport

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

2018 Ford Explorer Sport

Shelbyville, TN

UnscoredInsufficient · 3
$19,50063,000 mi

Comparison: 3 similar vehicles

Shelbyville, TN

2020 Ford Explorer XLT

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

2020 Ford Explorer XLT

Shelbyville, TN

Fair PriceLimited · 11
$19,900104,663 mi

Market: $16,434 – $22,595

Comparison: 11 similar vehicles

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

Shelbyville, TN

2024 Ford Bronco Sport Big Bend

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

2024 Ford Bronco Sport Big Bend

Shelbyville, TN

Fair PriceRobust · 60
$19,990109,002 mi

Market: $18,799 – $25,389

Comparison: 60 similar vehicles

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

Shelbyville, TN

2022 Ford Ranger XLT

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

2022 Ford Ranger XLT

Shelbyville, TN

UnscoredInsufficient · 3
$19,990110,412 mi

Comparison: 3 similar vehicles

Shelbyville, TN

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Shelbyville, TN

Fair PriceLimited · 17
$21,000107,078 mi

Market: $13,891 – $30,998

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 309 days listed (based on current market benchmarks)

Shelbyville, TN

No Photo

2019 Ford F-350 Super Duty XL

Shelbyville, TN

Fair PriceModerate · 21
$21,50095,727 mi

Market: $10,000 – $44,280

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 248 days listed (based on current market benchmarks)

Shelbyville, TN

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Shelbyville, TN

UnscoredModerate · 27
$21,500139,987 mi

Comparison: 27 similar vehicles

Shelbyville, TN

2020 Ford F-150 Lariat

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

2020 Ford F-150 Lariat

Shelbyville, TN

UnscoredLimited · 7
$21,800102,000 mi

Comparison: 7 similar vehicles

Shelbyville, TN

2020 Ford Mustang GT

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

2020 Ford Mustang GT

Shelbyville, TN

UnscoredLimited · 7
$23,59944,473 mi

Comparison: 7 similar vehicles

Shelbyville, TN

2024 Ford Bronco Sport Big Bend

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

2024 Ford Bronco Sport Big Bend

Shelbyville, TN

UnscoredInsufficient · 4
$24,90031,843 mi

Comparison: 4 similar vehicles

Shelbyville, TN

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Shelbyville, TN

UnscoredLimited · 19
$24,900121,636 mi

Comparison: 19 similar vehicles

Shelbyville, TN

2003 Ford Econoline

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

2003 Ford Econoline

Shelbyville, TN

UnscoredInsufficient · 0
$24,99939,419 mi

Shelbyville, TN

2018 Ford Mustang GT

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

2018 Ford Mustang GT

Shelbyville, TN

UnscoredInsufficient · 4
$25,50029,000 mi

Comparison: 4 similar vehicles

Shelbyville, TN

2022 Ford Explorer ST-LINE

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

2022 Ford Explorer ST-LINE

Shelbyville, TN

Fair PriceModerate · 34
$25,90070,720 mi

Market: $20,898 – $35,511

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Shelbyville, TN

2023 Ford Ranger XLT

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

2023 Ford Ranger XLT

Shelbyville, TN

Fair PriceRobust · 69
$26,50086,927 mi

Market: $21,999 – $33,626

Comparison: 69 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Shelbyville, TN

2020 Ford F-250 Super Duty XL

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

2020 Ford F-250 Super Duty XL

Shelbyville, TN

UnscoredInsufficient · 3
$26,999103,797 mi

Comparison: 3 similar vehicles

Shelbyville, TN

2010 Ford F-450 Super Duty XL

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

2010 Ford F-450 Super Duty XL

Shelbyville, TN

UnscoredInsufficient · 0
$27,500124,389 mi

Shelbyville, TN

2023 Ford F-150 XL

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

2023 Ford F-150 XL

Shelbyville, TN

UnscoredLimited · 5
$28,50043,000 mi

Comparison: 5 similar vehicles

Shelbyville, TN

2014 Ford F-350 Super Duty Lariat

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

2014 Ford F-350 Super Duty Lariat

Shelbyville, TN

UnscoredLimited · 5
$29,900144,767 mi

Comparison: 5 similar vehicles

Shelbyville, TN

2019 Ford Mustang Bullitt

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

2019 Ford Mustang Bullitt

Shelbyville, TN

Salvage title
$29,99964,715 mi

Shelbyville, TN

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Shelbyville, TN

Fair PriceModerate · 20
$31,144Mileage not verified

Market: $29,201 – $33,899

Comparison: 20 similar vehicles

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

Shelbyville, TN

2016 Ford F-350 Super Duty Lariat

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

2016 Ford F-350 Super Duty Lariat

Shelbyville, TN

UnscoredModerate · 21
$31,500188,578 mi

Comparison: 21 similar vehicles

Shelbyville, TN

2013 Ford F-250 Super Duty Lariat

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

2013 Ford F-250 Super Duty Lariat

Shelbyville, TN

UnscoredModerate · 24
$31,500123,641 mi

Comparison: 24 similar vehicles

Shelbyville, TN

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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