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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 12, 2026

7.2M+

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

77 listings found

2017 Ford Escape SE

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

2017 Ford Escape SE

Ewen, MI

UnscoredInsufficient · 4
$5,875152,047 mi

Comparison: 4 similar vehicles

Ewen, MI

2019 Ford Escape SE

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

2019 Ford Escape SE

Ewen, MI

Fair PriceLimited · 19
$9,975114,591 mi

Market: $2,304 – $14,990

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Ewen, MI

2019 Ford Escape SEL

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

2019 Ford Escape SEL

Ewen, MI

OverpricedLimited · 14
$13,90067,250 mi

Market: $10,314 – $13,594

Comparison: 14 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Ewen, MI

2021 Chrysler Pacifica Touring

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

2021 Chrysler Pacifica Touring

Ewen, MI

Unscored
$16,500104,950 mi

Comparison: 7 similar vehicles

Ewen, MI

2019 Jeep Renegade Latitude

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

2019 Jeep Renegade Latitude

Ewen, MI

UnscoredInsufficient · 3
$16,90040,919 mi

Comparison: 3 similar vehicles

Ewen, MI

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Ewen, MI

UnscoredInsufficient · 0
$17,900149,002 mi

Ewen, MI

2020 Subaru Legacy Limited

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

2020 Subaru Legacy Limited

Ewen, MI

UnscoredInsufficient · 0
$19,90080,814 mi

Ewen, MI

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

Ewen, MI

Unscored
$19,95983,839 mi

Comparison: 7 similar vehicles

Ewen, MI

2021 Buick Enclave Essence

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

2021 Buick Enclave Essence

Ewen, MI

UnscoredInsufficient · 0
$21,90051,569 mi

Ewen, MI

2021 Ford Explorer Platinum

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

2021 Ford Explorer Platinum

Ewen, MI

Unscored
$22,900123,251 mi

Comparison: 7 similar vehicles

Ewen, MI

2022 Ford Escape SE

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

2022 Ford Escape SE

Ewen, MI

UnscoredInsufficient · 3
$23,90027,464 mi

Comparison: 3 similar vehicles

Ewen, MI

2022 Ford Escape SEL

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

2022 Ford Escape SEL

Ewen, MI

Unscored
$23,90063,563 mi

Comparison: 5 similar vehicles

Ewen, MI

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Ewen, MI

Fair PriceLimited · 13
$25,90090,488 mi

Market: $20,014 – $30,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 545 days listed (based on current market benchmarks)

Ewen, MI

2024 Ford Escape PHEV

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

2024 Ford Escape PHEV

Ewen, MI

UnscoredInsufficient · 0
$26,800Mileage not verified

Ewen, MI

2022 GMC Terrain AT4

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

2022 GMC Terrain AT4

Ewen, MI

UnscoredInsufficient · 0
$26,90047,364 mi

Ewen, MI

2023 Ford Edge SEL

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

2023 Ford Edge SEL

Ewen, MI

Fair PriceLimited · 15
$27,50037,438 mi

Market: $24,780 – $27,985

Comparison: 15 similar vehicles

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

Ewen, MI

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Ewen, MI

Unscored
$27,900104,595 mi

Comparison: 5 similar vehicles

Ewen, MI

2018 RAM 3500 Pickup Tradesman

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

2018 RAM 3500 Pickup Tradesman

Ewen, MI

UnscoredInsufficient · 4
$28,90084,305 mi

Comparison: 4 similar vehicles

Ewen, MI

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Ewen, MI

Unscored
$31,590Mileage not verified

Comparison: 8 similar vehicles

Ewen, MI

2022 Jeep Grand Cherokee Summit

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

2022 Jeep Grand Cherokee Summit

Ewen, MI

UnscoredInsufficient · 0
$31,90059,978 mi

Ewen, MI

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Ewen, MI

UnscoredInsufficient · 0
$33,90046,000 mi

Ewen, MI

2018 Jeep All-New Wrangler Unlimited Sahara

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

2018 Jeep All-New Wrangler Unlimited Sahara

Ewen, MI

UnscoredInsufficient · 0
$33,90024,670 mi

Ewen, MI

2024 Ford Edge Titanium

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

2024 Ford Edge Titanium

Ewen, MI

Unscored
$34,00025,653 mi

Comparison: 5 similar vehicles

Ewen, MI

2022 Ford Ranger XLT

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

2022 Ford Ranger XLT

Ewen, MI

UnscoredInsufficient · 3
$34,00034,650 mi

Comparison: 3 similar vehicles

Ewen, MI

2023 Ford Ranger XLT

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

2023 Ford Ranger XLT

Ewen, MI

UnscoredInsufficient · 4
$34,90044,439 mi

Comparison: 4 similar vehicles

Ewen, MI

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

Ewen, MI

Fair PriceLimited · 13
$34,90065,109 mi

Market: $15,950 – $37,399

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Ewen, MI

2022 Ford Ranger XLT

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

2022 Ford Ranger XLT

Ewen, MI

UnscoredInsufficient · 3
$34,90034,048 mi

Comparison: 3 similar vehicles

Ewen, MI

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

Ewen, MI

UnscoredInsufficient · 4
$34,90068,696 mi

Comparison: 4 similar vehicles

Ewen, MI

2022 Ford Ranger XLT

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

2022 Ford Ranger XLT

Ewen, MI

UnscoredInsufficient · 0
$35,90024,700 mi

Ewen, MI

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Ewen, MI

Unscored
$36,675Mileage not verified

Comparison: 8 similar vehicles

Ewen, MI

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Ewen, MI

Unscored
$36,885Mileage not verified

Comparison: 8 similar vehicles

Ewen, MI

2020 Ford F-350 Super Duty XLT

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

2020 Ford F-350 Super Duty XLT

Ewen, MI

UnscoredInsufficient · 0
$36,900124,368 mi

Ewen, MI

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Ewen, MI

Fair PriceModerate · 39
$38,90076,382 mi

Market: $25,995 – $39,853

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Ewen, MI

2021 Ford Expedition Limited

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

2021 Ford Expedition Limited

Ewen, MI

Fair PriceLimited · 16
$38,90075,038 mi

Market: $21,997 – $41,790

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Ewen, MI

2019 Ford F-150 Raptor

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

2019 Ford F-150 Raptor

Ewen, MI

UnscoredInsufficient · 0
$38,900122,202 mi

Ewen, MI

2025 Jeep Gladiator Willys

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

2025 Jeep Gladiator Willys

Ewen, MI

UnscoredInsufficient · 3
$39,90015,305 mi

Comparison: 3 similar vehicles

Ewen, MI

2025 Jeep Grand Cherokee Limited

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

2025 Jeep Grand Cherokee Limited

Ewen, MI

Unscored
$42,50010,844 mi

Comparison: 7 similar vehicles

Ewen, MI

2024 Ford Ranger Lariat

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

2024 Ford Ranger Lariat

Ewen, MI

UnscoredInsufficient · 0
$42,90014,724 mi

Ewen, MI

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Ewen, MI

UnscoredInsufficient · 3
$42,90058,466 mi

Comparison: 3 similar vehicles

Ewen, MI

2027 Jeep Cherokee Limited

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

2027 Jeep Cherokee Limited

Ewen, MI

Fair PriceLimited · 19
$43,715Mileage not verified

Market: $43,400 – $46,699

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Ewen, MI

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Ewen, MI

Fair PriceRobust · 138
$44,030Mileage not verified

Market: $38,970 – $49,257

Comparison: 138 similar vehicles

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

Ewen, MI

2026 Dodge Durango GT Plus

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

2026 Dodge Durango GT Plus

Ewen, MI

Fair PriceModerate · 34
$44,976Mileage not verified

Market: $43,806 – $48,479

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Ewen, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Ewen, MI

Fair PriceRobust · 138
$45,928Mileage not verified

Market: $42,003 – $50,795

Comparison: 138 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 197 days listed (based on current market benchmarks)

Ewen, MI

2022 Ford F-150 Lariat

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

2022 Ford F-150 Lariat

Ewen, MI

Unscored
$45,99576,333 mi

Comparison: 8 similar vehicles

Ewen, MI

2027 Jeep Grand Cherokee Limited

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

2027 Jeep Grand Cherokee Limited

Ewen, MI

Unscored
$46,549Mileage not verified

Comparison: 6 similar vehicles

Ewen, MI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Ewen, MI

Unscored
$46,855Mileage not verified

Comparison: 8 similar vehicles

Ewen, MI

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Ewen, MI

UnscoredInsufficient · 3
$46,90054,088 mi

Comparison: 3 similar vehicles

Ewen, MI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Ewen, MI

Unscored
$47,010Mileage not verified

Comparison: 8 similar vehicles

Ewen, MI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Ewen, MI

Unscored
$47,305Mileage not verified

Comparison: 8 similar vehicles

Ewen, MI

2024 Chevrolet Silverado 1500 RST

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

2024 Chevrolet Silverado 1500 RST

Ewen, MI

OverpricedLimited · 11
$47,50018,026 mi

Market: $44,144 – $45,589

Comparison: 11 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Ewen, MI

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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