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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 24, 2026

6M+

Unique vehicles analyzed

as of October 24, 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

35 listings found

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

North Muskegon, MI

Fair PriceLimited · 16
$5,976105,389 mi

Market: $2,901 – $9,258

Comparison: 16 similar vehicles

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

North Muskegon, MI

2015 Ford Flex SEL

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

2015 Ford Flex SEL

North Muskegon, MI

Fair PriceLimited · 14
$9,56798,475 mi

Market: $5,280 – $11,995

Comparison: 14 similar vehicles

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

North Muskegon, MI

2018 Ford Escape SEL

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

2018 Ford Escape SEL

North Muskegon, MI

Fair PriceLimited · 13
$9,867104,831 mi

Market: $6,500 – $14,000

Comparison: 13 similar vehicles

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

North Muskegon, MI

2019 Nissan Maxima SR

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

2019 Nissan Maxima SR

North Muskegon, MI

UnscoredInsufficient · 0
$11,995150,217 mi

North Muskegon, MI

2017 Honda Ridgeline RTL-T

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

2017 Honda Ridgeline RTL-T

North Muskegon, MI

UnscoredLimited · 18
$15,376147,843 mi

Comparison: 18 similar vehicles

North Muskegon, MI

2021 Nissan Rogue SV

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

2021 Nissan Rogue SV

North Muskegon, MI

Fair PriceModerate · 25
$16,99592,662 mi

Market: $13,875 – $21,335

Comparison: 25 similar vehicles

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

North Muskegon, MI

2023 Hyundai Santa Fe SE

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

2023 Hyundai Santa Fe SE

North Muskegon, MI

UnscoredLimited · 5
$17,587119,027 mi

Comparison: 5 similar vehicles

North Muskegon, MI

2023 Nissan Altima SV

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

2023 Nissan Altima SV

North Muskegon, MI

Fair PriceLimited · 10
$18,31585,137 mi

Market: $16,625 – $19,313

Comparison: 10 similar vehicles

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

North Muskegon, MI

2021 Toyota RAV4 LE

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

2021 Toyota RAV4 LE

North Muskegon, MI

UnscoredModerate · 23
$18,995141,214 mi

Comparison: 23 similar vehicles

North Muskegon, MI

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

North Muskegon, MI

Fair PriceModerate · 23
$19,58574,358 mi

Market: $17,995 – $22,480

Comparison: 23 similar vehicles

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

North Muskegon, MI

2022 Subaru Outback Premium

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

2022 Subaru Outback Premium

North Muskegon, MI

Fair PriceModerate · 28
$19,97798,989 mi

Market: $15,000 – $22,996

Comparison: 28 similar vehicles

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

North Muskegon, MI

2023 Nissan Murano SL

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

2023 Nissan Murano SL

North Muskegon, MI

Fair PriceModerate · 21
$19,995101,800 mi

Market: $18,250 – $24,112

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

North Muskegon, 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

North Muskegon, MI

UnscoredLimited · 5
$19,995112,464 mi

Comparison: 5 similar vehicles

North Muskegon, MI

2021 Hyundai Tucson Sport

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

2021 Hyundai Tucson Sport

North Muskegon, MI

UnscoredInsufficient · 0
$19,99741,035 mi

North Muskegon, MI

2021 Nissan Rogue SV

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

2021 Nissan Rogue SV

North Muskegon, MI

UnscoredInsufficient · 3
$20,82644,679 mi

Comparison: 3 similar vehicles

North Muskegon, MI

2022 Hyundai Tucson SEL

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

2022 Hyundai Tucson SEL

North Muskegon, MI

UnscoredInsufficient · 4
$20,96755,471 mi

Comparison: 4 similar vehicles

North Muskegon, MI

2020 Chevrolet Blazer Premier

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

2020 Chevrolet Blazer Premier

North Muskegon, MI

Fair PriceLimited · 14
$21,967117,159 mi

Market: $17,357 – $27,885

Comparison: 14 similar vehicles

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

North Muskegon, MI

2021 Volkswagen Atlas SEL Premium

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

2021 Volkswagen Atlas SEL Premium

North Muskegon, MI

UnscoredInsufficient · 3
$21,979100,717 mi

Comparison: 3 similar vehicles

North Muskegon, MI

2025 Nissan Rogue SV

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

2025 Nissan Rogue SV

North Muskegon, MI

Fair PriceLimited · 12
$21,99543,807 mi

Market: $20,964 – $24,789

Comparison: 12 similar vehicles

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

North Muskegon, MI

2024 Subaru Impreza Base

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

2024 Subaru Impreza Base

North Muskegon, MI

Fair PriceRobust · 117
$22,99522,871 mi

Market: $16,290 – $30,290

Comparison: 117 similar vehicles

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

North Muskegon, MI

2021 Hyundai Santa Fe Limited

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

2021 Hyundai Santa Fe Limited

North Muskegon, MI

OverpricedLimited · 13
$23,99572,980 mi

Market: $15,745 – $21,330

Comparison: 13 similar vehicles

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

North Muskegon, MI

2024 Chevrolet Equinox Premier

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

2024 Chevrolet Equinox Premier

North Muskegon, MI

UnscoredLimited · 8
$24,99545,344 mi

Comparison: 8 similar vehicles

North Muskegon, MI

2020 Acura RDX A-Spec Package

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

2020 Acura RDX A-Spec Package

North Muskegon, MI

OverpricedLimited · 12
$25,99592,999 mi

Market: $19,259 – $24,620

Comparison: 12 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

North Muskegon, 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

North Muskegon, MI

Fair PriceModerate · 42
$27,479104,659 mi

Market: $15,995 – $34,309

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

North Muskegon, MI

2023 Jeep Grand Cherokee L Limited

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

2023 Jeep Grand Cherokee L Limited

North Muskegon, MI

Fair PriceLimited · 16
$27,76761,789 mi

Market: $26,304 – $27,808

Comparison: 16 similar vehicles

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

North Muskegon, MI

2022 Toyota Sienna LE

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

2022 Toyota Sienna LE

North Muskegon, MI

UnscoredLimited · 9
$27,995116,989 mi

Comparison: 9 similar vehicles

North Muskegon, MI

2020 Chevrolet Silverado 1500 RST

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

2020 Chevrolet Silverado 1500 RST

North Muskegon, MI

UnscoredLimited · 5
$29,99547,475 mi

Comparison: 5 similar vehicles

North Muskegon, MI

2025 Ford Explorer Active

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

2025 Ford Explorer Active

North Muskegon, MI

OverpricedLimited · 17
$31,99567,258 mi

Market: $24,186 – $27,809

Comparison: 17 similar vehicles

Priced ~15% above the typical market range for similar vehicles (based on current market benchmarks)

North Muskegon, 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

North Muskegon, MI

Fair PriceModerate · 41
$37,32268,656 mi

Market: $22,875 – $45,292

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

North Muskegon, MI

2021 Chevrolet Silverado 1500 LTZ

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

2021 Chevrolet Silverado 1500 LTZ

North Muskegon, MI

UnscoredInsufficient · 3
$37,99565,316 mi

Comparison: 3 similar vehicles

North Muskegon, MI

2025 Ford Explorer Platinum

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

2025 Ford Explorer Platinum

North Muskegon, MI

UnscoredInsufficient · 3
$37,99752,255 mi

Comparison: 3 similar vehicles

North Muskegon, 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

North Muskegon, MI

Fair PriceModerate · 30
$38,56736,799 mi

Market: $35,998 – $49,309

Comparison: 30 similar vehicles

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

North Muskegon, MI

2023 Ford Bronco 4-Door Outer Banks

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

2023 Ford Bronco 4-Door Outer Banks

North Muskegon, MI

Fair PriceRobust · 62
$42,97627,934 mi

Market: $37,312 – $88,866

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

North Muskegon, MI

2024 Volvo XC90 Ultimate

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

2024 Volvo XC90 Ultimate

North Muskegon, MI

Fair PriceModerate · 46
$43,99538,260 mi

Market: $43,441 – $57,207

Comparison: 46 similar vehicles

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

North Muskegon, MI

2025 Ford Expedition Platinum

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

2025 Ford Expedition Platinum

North Muskegon, MI

Fair PriceModerate · 35
$64,98712,639 mi

Market: $46,088 – $76,376

Comparison: 35 similar vehicles

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

North Muskegon, MI

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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