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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 5, 2026

6.8M+

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

185 listings found

2010 Ford Expedition Limited

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

2010 Ford Expedition Limited

Murray, KY

UnscoredInsufficient · 3
$3,000212,111 mi

Comparison: 3 similar vehicles

Murray, KY

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Murray, KY

Unscored
$5,380180,190 mi

Comparison: 53 similar vehicles

Murray, KY

2014 Ford Escape SE

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

2014 Ford Escape SE

Murray, KY

Unscored
$5,500150,333 mi

Comparison: 65 similar vehicles

Murray, KY

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Murray, KY

Salvage title
$5,512137,326 mi

Murray, KY

2014 Ford Escape S

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

2014 Ford Escape S

Murray, KY

Unscored
$5,912150,410 mi

Comparison: 18 similar vehicles

Murray, KY

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Murray, KY

Salvage title
$6,500238,288 mi

Murray, KY

2018 Ford Escape SE

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

2018 Ford Escape SE

Murray, KY

Unscored
$6,780142,574 mi

Comparison: 80 similar vehicles

Murray, KY

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Murray, KY

Unscored
$7,800139,777 mi

Comparison: 48 similar vehicles

Murray, KY

2017 Ford Focus Titanium

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

2017 Ford Focus Titanium

Murray, KY

UnscoredInsufficient · 0
$8,735110,111 mi

Murray, KY

2016 Ford Focus SE

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

2016 Ford Focus SE

Murray, KY

UnscoredInsufficient · 0
$8,91250,369 mi

Murray, KY

2016 Ford Escape SE

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

2016 Ford Escape SE

Murray, KY

Fair PriceRobust · 63
$9,50096,547 mi

Market: $4,895 – $13,900

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Murray, KY

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Murray, KY

Unscored
$9,995280,138 mi

Comparison: 29 similar vehicles

Murray, KY

2002 Ford Econoline Van Commercial

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

2002 Ford Econoline Van Commercial

Murray, KY

Unscored
$9,995192,847 mi

Comparison: 7 similar vehicles

Murray, KY

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Murray, KY

Fair PriceRobust · 50
$10,00077,911 mi

Market: $2,399 – $13,990

Comparison: 50 similar vehicles

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

Murray, KY

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Murray, KY

Fair PriceRobust · 50
$10,51292,792 mi

Market: $5,500 – $25,244

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Murray, KY

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Murray, KY

OverpricedModerate · 22
$10,995226,771 mi

Market: $3,500 – $9,844

Comparison: 22 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Murray, KY

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Murray, KY

OverpricedModerate · 25
$10,995147,962 mi

Market: $2,499 – $8,362

Comparison: 25 similar vehicles

Priced ~31% above the typical market range for similar vehicles (based on current market benchmarks)

Murray, KY

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Murray, KY

Fair PriceRobust · 82
$12,17981,178 mi

Market: $5,299 – $14,296

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Murray, KY

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

Murray, KY

Unscored
$13,995146,773 mi

Comparison: 29 similar vehicles

Murray, KY

2019 Ford Explorer XLT

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

2019 Ford Explorer XLT

Murray, KY

UnscoredInsufficient · 4
$14,995108,198 mi

Comparison: 4 similar vehicles

Murray, KY

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Murray, KY

UnscoredInsufficient · 0
$14,99564,994 mi

Murray, KY

2020 Ford Escape Titanium

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

2020 Ford Escape Titanium

Murray, KY

Fair PriceModerate · 41
$15,49588,324 mi

Market: $10,495 – $18,929

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Murray, KY

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Murray, KY

Fair PriceRobust · 146
$16,56770,219 mi

Market: $4,900 – $20,950

Comparison: 146 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Murray, KY

2021 Ford Bronco Sport Big Bend

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

2021 Ford Bronco Sport Big Bend

Murray, KY

Fair PriceRobust · 164
$16,91263,512 mi

Market: $10,995 – $28,168

Comparison: 164 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Murray, KY

2008 Ford Mustang GT Deluxe

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

2008 Ford Mustang GT Deluxe

Murray, KY

UnscoredInsufficient · 3
$17,000178,000 mi

Comparison: 3 similar vehicles

Murray, KY

2022 Ford Edge SEL

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

2022 Ford Edge SEL

Murray, KY

UnscoredInsufficient · 0
$19,75358,280 mi

Murray, KY

2023 Ford Escape Active

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

2023 Ford Escape Active

Murray, KY

Great DealModerate · 38
$21,41217,478 mi

Market: $22,636 – $26,354

Comparison: 38 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 43 days listed (based on current market benchmarks)

Murray, KY

2023 Ford Escape Active

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

2023 Ford Escape Active

Murray, KY

Fair PriceRobust · 107
$21,53529,594 mi

Market: $19,990 – $27,094

Comparison: 107 similar vehicles

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

Murray, KY

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

Murray, KY

Salvage title
$21,995165,421 mi

Murray, KY

2015 Ford Mustang GT Premium

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

2015 Ford Mustang GT Premium

Murray, KY

Unscored
$22,000129,000 mi

Comparison: 16 similar vehicles

Murray, KY

2025 Ford Escape ST-Line

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

2025 Ford Escape ST-Line

Murray, KY

UnscoredInsufficient · 4
$22,42339,904 mi

Comparison: 4 similar vehicles

Murray, KY

2023 Ford Bronco Sport Outer Banks

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

2023 Ford Bronco Sport Outer Banks

Murray, KY

Great DealModerate · 27
$22,91243,174 mi

Market: $24,950 – $28,770

Comparison: 27 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 22 days listed (based on current market benchmarks)

Murray, KY

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Murray, KY

Unscored
$22,995170,941 mi

Comparison: 181 similar vehicles

Murray, KY

2023 Ford Escape ST-Line

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

2023 Ford Escape ST-Line

Murray, KY

Fair PriceRobust · 58
$23,23525,419 mi

Market: $22,800 – $30,399

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Murray, KY

2023 Ford Escape Active

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

2023 Ford Escape Active

Murray, KY

Fair PriceModerate · 39
$23,35019,344 mi

Market: $21,412 – $26,354

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Murray, KY

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

Murray, KY

Unscored
$23,61274,869 mi

Comparison: 7 similar vehicles

Murray, KY

2020 Ford Ranger Lariat

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

2020 Ford Ranger Lariat

Murray, KY

Fair PriceModerate · 28
$23,797100,286 mi

Market: $20,894 – $28,367

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Murray, KY

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

Murray, KY

Fair PriceRobust · 101
$23,91235,804 mi

Market: $22,762 – $27,989

Comparison: 101 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Murray, KY

2021 Ford Bronco Sport Big Bend

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

2021 Ford Bronco Sport Big Bend

Murray, KY

Fair PriceModerate · 20
$23,99537,075 mi

Market: $21,500 – $24,972

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Murray, KY

2025 Ford Bronco Sport Big Bend

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

2025 Ford Bronco Sport Big Bend

Murray, KY

Fair PriceRobust · 77
$24,91213,492 mi

Market: $18,750 – $31,975

Comparison: 77 similar vehicles

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

Murray, KY

2019 Ford F-150 Lariat

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

2019 Ford F-150 Lariat

Murray, KY

UnscoredInsufficient · 3
$24,912113,891 mi

Comparison: 3 similar vehicles

Murray, KY

2025 Ford Bronco Sport Big Bend

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

2025 Ford Bronco Sport Big Bend

Murray, KY

Fair PriceRobust · 64
$25,06145,501 mi

Market: $22,618 – $28,578

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Murray, KY

2022 Ford Explorer XLT

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

2022 Ford Explorer XLT

Murray, KY

Fair PriceModerate · 27
$26,03557,207 mi

Market: $23,100 – $27,604

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Murray, KY

2023 Ford Bronco Sport Badlands

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

2023 Ford Bronco Sport Badlands

Murray, KY

Fair PriceLimited · 10
$26,43562,255 mi

Market: $21,438 – $27,900

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Murray, KY

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Murray, KY

Fair PriceRobust · 98
$26,48533,203 mi

Market: $23,000 – $29,365

Comparison: 98 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 170 days listed (based on current market benchmarks)

Murray, KY

2025 Ford Bronco Sport Outer Banks

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

2025 Ford Bronco Sport Outer Banks

Murray, KY

Fair PriceModerate · 34
$26,80023,605 mi

Market: $26,990 – $34,687

Comparison: 34 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 102 days listed (based on current market benchmarks)

Murray, KY

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

Murray, KY

Fair PriceModerate · 38
$27,03525,074 mi

Market: $16,900 – $29,977

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Murray, KY

2022 Ford Explorer XLT

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

2022 Ford Explorer XLT

Murray, KY

Fair PriceRobust · 179
$27,13569,993 mi

Market: $16,249 – $40,065

Comparison: 179 similar vehicles

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

Murray, KY

2024 Ford Edge Titanium

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

2024 Ford Edge Titanium

Murray, KY

Fair PriceModerate · 39
$27,23942,546 mi

Market: $25,577 – $32,878

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Murray, KY

2023 Ford Bronco Sport Outer Banks

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

2023 Ford Bronco Sport Outer Banks

Murray, KY

Fair PriceModerate · 28
$27,42246,877 mi

Market: $22,912 – $28,770

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Murray, KY

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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