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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 14, 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

89 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

Manitowoc, WI

Unscored
$10,369104,799 mi

Comparison: 5 similar vehicles

Manitowoc, WI

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

Manitowoc, WI

Unscored
$21,500120,015 mi

Comparison: 32 similar vehicles

Manitowoc, WI

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

Manitowoc, WI

Fair PriceRobust · 75
$22,36954,272 mi

Market: $18,990 – $29,218

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 183 days listed (based on current market benchmarks)

Manitowoc, WI

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

Manitowoc, WI

Fair PriceRobust · 83
$22,36948,064 mi

Market: $19,989 – $25,754

Comparison: 83 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Manitowoc, WI

2023 Ford Escape Active

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

2023 Ford Escape Active

Manitowoc, WI

UnscoredInsufficient · 4
$22,99530,438 mi

Comparison: 4 similar vehicles

Manitowoc, WI

2023 Ford Escape Active

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

2023 Ford Escape Active

Manitowoc, WI

Fair PriceLimited · 10
$23,36929,410 mi

Comparison: 10 similar vehicles

Manitowoc, WI

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

Manitowoc, WI

UnscoredInsufficient · 4
$23,36933,969 mi

Comparison: 4 similar vehicles

Manitowoc, WI

2023 Ford Edge SEL

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

2023 Ford Edge SEL

Manitowoc, WI

Unscored
$23,36948,921 mi

Comparison: 5 similar vehicles

Manitowoc, WI

2023 Ford Edge SEL

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

2023 Ford Edge SEL

Manitowoc, WI

Unscored
$24,36941,565 mi

Comparison: 5 similar vehicles

Manitowoc, WI

2023 Ford Edge SEL

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

2023 Ford Edge SEL

Manitowoc, WI

UnscoredInsufficient · 3
$25,36928,880 mi

Comparison: 3 similar vehicles

Manitowoc, WI

2019 Ford Ranger Lariat

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

2019 Ford Ranger Lariat

Manitowoc, WI

Fair PriceModerate · 46
$25,36967,856 mi

Market: $17,972 – $25,648

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Manitowoc, WI

2020 Ford Explorer Platinum

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

2020 Ford Explorer Platinum

Manitowoc, WI

Unscored
$27,450103,838 mi

Comparison: 7 similar vehicles

Manitowoc, WI

2023 Ford E-Transit Cargo Van Base

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

2023 Ford E-Transit Cargo Van Base

Manitowoc, WI

Unscored
$28,3696,083 mi

Comparison: 7 similar vehicles

Manitowoc, WI

2022 Ford Explorer XLT

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

2022 Ford Explorer XLT

Manitowoc, WI

Unscored
$28,36946,276 mi

Comparison: 8 similar vehicles

Manitowoc, WI

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

Manitowoc, WI

Fair PriceLimited · 16
$30,36951,016 mi

Market: $22,247 – $34,808

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Manitowoc, WI

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Manitowoc, WI

Fair PriceLimited · 16
$30,519Mileage not verified

Market: $30,519 – $34,654

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 282 days listed (based on current market benchmarks)

Manitowoc, WI

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Manitowoc, WI

Fair PriceLimited · 16
$30,519Mileage not verified

Market: $30,519 – $34,654

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 87 days listed (based on current market benchmarks)

Manitowoc, WI

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Manitowoc, WI

Fair PriceLimited · 19
$32,36931,882 mi

Market: $28,991 – $33,590

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Manitowoc, WI

2022 Ford Explorer ST

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

2022 Ford Explorer ST

Manitowoc, WI

Fair PriceRobust · 78
$32,36971,911 mi

Market: $24,494 – $35,175

Comparison: 78 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 174 days listed (based on current market benchmarks)

Manitowoc, WI

2024 Ford Explorer XLT

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

2024 Ford Explorer XLT

Manitowoc, WI

Fair PriceModerate · 35
$32,64945,036 mi

Market: $27,980 – $35,662

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Manitowoc, WI

2022 Ford Bronco 4-Door Base

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

2022 Ford Bronco 4-Door Base

Manitowoc, WI

UnscoredInsufficient · 0
$33,89927,057 mi

Manitowoc, WI

2021 Ford Expedition Platinum

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

2021 Ford Expedition Platinum

Manitowoc, WI

UnscoredInsufficient · 3
$34,36992,959 mi

Comparison: 3 similar vehicles

Manitowoc, WI

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

Manitowoc, WI

Fair PriceRobust · 98
$35,737Mileage not verified

Market: $31,969 – $38,029

Comparison: 98 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 114 days listed (based on current market benchmarks)

Manitowoc, WI

2022 Ford Ranger XLT

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

2022 Ford Ranger XLT

Manitowoc, WI

OverpricedLimited · 12
$35,99538,979 mi

Market: $29,500 – $34,900

Comparison: 12 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Manitowoc, WI

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

Manitowoc, WI

Fair PriceModerate · 34
$37,36947,258 mi

Market: $34,999 – $42,244

Comparison: 34 similar vehicles

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

Manitowoc, WI

2023 Ford Explorer Timberline

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

2023 Ford Explorer Timberline

Manitowoc, WI

Unscored
$37,99547,788 mi

Comparison: 10 similar vehicles

Manitowoc, WI

2024 Ford F-150 STX

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

2024 Ford F-150 STX

Manitowoc, WI

Unscored
$38,36925,967 mi

Comparison: 6 similar vehicles

Manitowoc, WI

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Manitowoc, WI

Fair PriceRobust · 63
$38,809Mileage not verified

Market: $32,714 – $41,760

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Manitowoc, WI

2024 Ford Ranger XLT

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

2024 Ford Ranger XLT

Manitowoc, WI

OverpricedModerate · 23
$39,3696,069 mi

Market: $34,983 – $38,198

Comparison: 23 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Manitowoc, WI

2024 Ford F-150 STX

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

2024 Ford F-150 STX

Manitowoc, WI

OverpricedModerate · 40
$40,36938,253 mi

Market: $31,640 – $38,882

Comparison: 40 similar vehicles

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

Manitowoc, WI

2017 Ford F-250 Super Duty Lariat

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

2017 Ford F-250 Super Duty Lariat

Manitowoc, WI

UnscoredInsufficient · 3
$40,494119,589 mi

Comparison: 3 similar vehicles

Manitowoc, WI

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Manitowoc, WI

Fair PriceRobust · 64
$42,097Mileage not verified

Market: $37,999 – $50,599

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Manitowoc, WI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Manitowoc, WI

Fair PriceRobust · 79
$42,112Mileage not verified

Market: $41,679 – $50,085

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Manitowoc, WI

2025 Ford Transit Van Base

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

2025 Ford Transit Van Base

Manitowoc, WI

UnscoredInsufficient · 0
$42,36952,552 mi

Manitowoc, WI

2025 Ford F-150 STX

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

2025 Ford F-150 STX

Manitowoc, WI

Fair PriceLimited · 13
$42,36925,201 mi

Market: $37,444 – $46,331

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Manitowoc, WI

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

Manitowoc, WI

Fair PriceModerate · 25
$42,36938,512 mi

Market: $34,994 – $43,396

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Manitowoc, WI

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

Manitowoc, WI

Fair PriceModerate · 25
$42,36937,434 mi

Market: $34,994 – $43,396

Comparison: 25 similar vehicles

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

Manitowoc, WI

2023 Ford F-150 Lariat

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

2023 Ford F-150 Lariat

Manitowoc, WI

Fair PriceLimited · 17
$42,36955,384 mi

Market: $41,402 – $44,392

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 375 days listed (based on current market benchmarks)

Manitowoc, WI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Manitowoc, WI

Fair PriceRobust · 79
$42,484Mileage not verified

Market: $41,679 – $50,085

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Manitowoc, WI

1994 Ford Mustang

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

1994 Ford Mustang

Manitowoc, WI

UnscoredInsufficient · 0
$42,500Mileage not verified

Manitowoc, WI

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Manitowoc, WI

Fair PriceRobust · 79
$42,578Mileage not verified

Market: $41,679 – $50,085

Comparison: 79 similar vehicles

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

Manitowoc, WI

2026 Ford Maverick Lariat

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

2026 Ford Maverick Lariat

Manitowoc, WI

Fair PriceModerate · 27
$44,049100 mi

Market: $41,934 – $47,507

Comparison: 27 similar vehicles

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

Manitowoc, WI

2026 Ford F-150 STX

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

2026 Ford F-150 STX

Manitowoc, WI

Fair PriceRobust · 81
$45,470Mileage not verified

Market: $43,702 – $58,649

Comparison: 81 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Manitowoc, WI

2026 Ford F-150 STX

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

2026 Ford F-150 STX

Manitowoc, WI

Fair PriceRobust · 81
$45,830Mileage not verified

Market: $43,702 – $58,649

Comparison: 81 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Manitowoc, WI

2023 Ford F-150 Tremor

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

2023 Ford F-150 Tremor

Manitowoc, WI

Unscored
$46,36945,405 mi

Comparison: 5 similar vehicles

Manitowoc, WI

2027 Ford Explorer ST-LINE

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

2027 Ford Explorer ST-LINE

Manitowoc, WI

Fair PriceRobust · 90
$46,569Mileage not verified

Market: $45,587 – $52,695

Comparison: 90 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Manitowoc, WI

2027 Ford Explorer ST-LINE

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

2027 Ford Explorer ST-LINE

Manitowoc, WI

Fair PriceRobust · 90
$47,035Mileage not verified

Market: $45,587 – $52,695

Comparison: 90 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Manitowoc, WI

2025 Ford Explorer ST

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

2025 Ford Explorer ST

Manitowoc, WI

OverpricedRobust · 68
$47,36921,630 mi

Market: $41,799 – $47,283

Comparison: 68 similar vehicles

Manitowoc, WI

2026 Ford Bronco 2-Door Base

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

2026 Ford Bronco 2-Door Base

Manitowoc, WI

Fair PriceRobust · 166
$48,722Mileage not verified

Market: $36,206 – $54,578

Comparison: 166 similar vehicles

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

Manitowoc, WI

2022 Ford F-250 Super Duty Lariat

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

2022 Ford F-250 Super Duty Lariat

Manitowoc, WI

Fair PriceRobust · 65
$49,36972,408 mi

Market: $44,512 – $58,164

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Manitowoc, WI

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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