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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 22, 2026

6M+

Unique vehicles analyzed

as of October 22, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

123 listings found

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Houghton, MI

UnscoredInsufficient · 0
$3,995156,000 mi

Houghton, MI

1998 Ford F-250 STANDARD

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

1998 Ford F-250 STANDARD

Houghton, MI

UnscoredInsufficient · 0
$5,995130,000 mi

Houghton, MI

2012 Nissan Frontier SL

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

2012 Nissan Frontier SL

Houghton, MI

UnscoredInsufficient · 0
$12,995159,000 mi

Houghton, MI

2021 RAM 1500 Pickup Big Horn/Lone Star

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

2021 RAM 1500 Pickup Big Horn/Lone Star

Hancock, MI

UnscoredInsufficient · 4
$13,995250,361 mi

Comparison: 4 similar vehicles

Hancock, MI

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Houghton, MI

UnscoredModerate · 27
$13,995127,000 mi

Comparison: 27 similar vehicles

Houghton, MI

2015 Nissan Titan SV

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

2015 Nissan Titan SV

Houghton, MI

UnscoredInsufficient · 0
$15,995144,370 mi

Houghton, MI

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Houghton, MI

UnscoredRobust · 92
$17,995156,000 mi

Comparison: 92 similar vehicles

Houghton, MI

2011 Toyota Tundra Grade

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

2011 Toyota Tundra Grade

Houghton, MI

UnscoredInsufficient · 0
$17,995104,000 mi

Houghton, MI

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Houghton, MI

Fair PriceModerate · 21
$18,99596,933 mi

Market: $11,990 – $26,500

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Houghton, MI

2018 Chevrolet Silverado 1500 LTZ

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

2018 Chevrolet Silverado 1500 LTZ

Houghton, MI

UnscoredLimited · 11
$18,995188,000 mi

Comparison: 11 similar vehicles

Houghton, MI

2018 Chevrolet Colorado LT

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

2018 Chevrolet Colorado LT

Houghton, MI

UnscoredInsufficient · 4
$19,279137,565 mi

Comparison: 4 similar vehicles

Houghton, MI

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Hancock, MI

Fair PriceRobust · 92
$19,99580,956 mi

Market: $15,995 – $29,389

Comparison: 92 similar vehicles

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

Hancock, MI

2016 RAM 1500 Pickup Express

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

2016 RAM 1500 Pickup Express

Houghton, MI

OverpricedLimited · 10
$22,99589,362 mi

Market: $9,341 – $22,449

Comparison: 10 similar vehicles

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

Houghton, MI

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

Houghton, MI

Fair PriceRobust · 71
$25,99595,917 mi

Market: $13,990 – $29,344

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Houghton, MI

2019 RAM 1500 Big Horn

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

2019 RAM 1500 Big Horn

Houghton, MI

UnscoredLimited · 6
$27,99594,128 mi

Comparison: 6 similar vehicles

Houghton, MI

2022 Chevrolet Silverado 1500 Limited Custom

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

2022 Chevrolet Silverado 1500 Limited Custom

Houghton, MI

UnscoredLimited · 9
$29,27961,334 mi

Comparison: 9 similar vehicles

Houghton, MI

2019 Ford F-150 Platinum

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

2019 Ford F-150 Platinum

Houghton, MI

UnscoredInsufficient · 0
$30,244133,890 mi

Houghton, MI

2020 Ford Ranger Lariat

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

2020 Ford Ranger Lariat

Houghton, MI

UnscoredInsufficient · 0
$31,24476,106 mi

Houghton, 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

Houghton, MI

Fair PriceLimited · 14
$31,99547,000 mi

Market: $32,974 – $41,900

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 100 days listed (based on current market benchmarks)

Houghton, MI

2016 Ford F-150 Platinum

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

2016 Ford F-150 Platinum

Houghton, MI

UnscoredInsufficient · 0
$31,99583,491 mi

Houghton, MI

2024 RAM 1500 Classic Warlock

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

2024 RAM 1500 Classic Warlock

Houghton, MI

UnscoredInsufficient · 4
$33,27829,688 mi

Comparison: 4 similar vehicles

Houghton, MI

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Houghton, MI

UnscoredInsufficient · 3
$36,24486,726 mi

Comparison: 3 similar vehicles

Houghton, MI

2024 Chevrolet Silverado 1500 LT

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

2024 Chevrolet Silverado 1500 LT

Houghton, MI

Fair PriceLimited · 14
$36,77916,291 mi

Market: $37,279 – $38,279

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 41 days listed (based on current market benchmarks)

Houghton, MI

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Houghton, MI

UnscoredInsufficient · 3
$37,24492,216 mi

Comparison: 3 similar vehicles

Houghton, MI

2024 Chevrolet Silverado 1500 LT

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

2024 Chevrolet Silverado 1500 LT

Houghton, MI

Fair PriceLimited · 14
$37,27916,803 mi

Market: $36,779 – $38,279

Comparison: 14 similar vehicles

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

Houghton, MI

2024 Chevrolet Silverado 1500 LT

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

2024 Chevrolet Silverado 1500 LT

Houghton, MI

Fair PriceLimited · 14
$37,27915,958 mi

Market: $36,779 – $38,279

Comparison: 14 similar vehicles

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

Houghton, MI

2024 Chevrolet Silverado 1500 LT

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

2024 Chevrolet Silverado 1500 LT

Houghton, MI

Fair PriceLimited · 14
$37,27919,844 mi

Market: $36,779 – $38,279

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Houghton, MI

2024 Chevrolet Silverado 1500 LT

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

2024 Chevrolet Silverado 1500 LT

Houghton, MI

Fair PriceLimited · 14
$37,77913,680 mi

Market: $36,779 – $38,279

Comparison: 14 similar vehicles

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

Houghton, MI

2024 Chevrolet Silverado 1500 LT

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

2024 Chevrolet Silverado 1500 LT

Houghton, MI

Fair PriceLimited · 14
$37,77910,115 mi

Market: $36,779 – $38,279

Comparison: 14 similar vehicles

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

Houghton, MI

2023 Jeep Gladiator Overland

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

2023 Jeep Gladiator Overland

Houghton, MI

UnscoredInsufficient · 0
$37,99533,798 mi

Houghton, MI

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Houghton, MI

Fair PriceLimited · 12
$39,044Mileage not verified

Market: $36,374 – $40,269

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Houghton, MI

2021 GMC Sierra 1500 AT4

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

2021 GMC Sierra 1500 AT4

Houghton, MI

Fair PriceModerate · 28
$39,24460,670 mi

Market: $28,315 – $42,250

Comparison: 28 similar vehicles

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

Houghton, MI

2024 Ford F-150 XLT

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

2024 Ford F-150 XLT

Houghton, MI

Fair PriceRobust · 61
$39,27832,951 mi

Market: $36,397 – $49,995

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 186 days listed (based on current market benchmarks)

Houghton, MI

2022 Chevrolet Silverado 2500HD LT

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

2022 Chevrolet Silverado 2500HD LT

Houghton, MI

UnscoredInsufficient · 0
$39,99596,415 mi

Houghton, MI

2015 GMC Sierra 2500 Denali HD

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

2015 GMC Sierra 2500 Denali HD

Houghton, MI

UnscoredInsufficient · 0
$39,99533,519 mi

Houghton, MI

2023 Chevrolet Silverado 1500 RST

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

2023 Chevrolet Silverado 1500 RST

Houghton, MI

Fair PriceLimited · 12
$40,24444,504 mi

Market: $39,995 – $42,244

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Houghton, MI

2022 Toyota Tundra SR5

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

2022 Toyota Tundra SR5

Houghton, MI

UnscoredInsufficient · 0
$40,24460,081 mi

Houghton, MI

2026 Chevrolet Colorado Trail Boss

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

2026 Chevrolet Colorado Trail Boss

Houghton, MI

Fair PriceRobust · 72
$41,259Mileage not verified

Market: $41,930 – $53,725

Comparison: 72 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 23 days listed (based on current market benchmarks)

Houghton, MI

2024 RAM 2500 Pickup Big Horn

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

2024 RAM 2500 Pickup Big Horn

Hancock, MI

UnscoredInsufficient · 0
$42,99592,987 mi

Hancock, MI

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

Houghton, MI

UnscoredInsufficient · 0
$43,24433,851 mi

Houghton, MI

2025 Chevrolet Silverado 1500 LT

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

2025 Chevrolet Silverado 1500 LT

Houghton, MI

Fair PriceModerate · 26
$43,27912,100 mi

Market: $40,301 – $48,358

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Houghton, MI

2022 Toyota Tacoma Limited

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

2022 Toyota Tacoma Limited

Houghton, MI

UnscoredInsufficient · 0
$44,99529,000 mi

Houghton, MI

2026 Chevrolet Silverado 1500 RST

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

2026 Chevrolet Silverado 1500 RST

Houghton, MI

UnscoredLimited · 6
$45,279Mileage not verified

Comparison: 6 similar vehicles

Houghton, MI

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

Houghton, MI

UnscoredLimited · 7
$46,24415,405 mi

Comparison: 7 similar vehicles

Houghton, MI

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

Houghton, MI

UnscoredLimited · 7
$46,24414,856 mi

Comparison: 7 similar vehicles

Houghton, MI

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Houghton, MI

Fair PriceRobust · 81
$46,289Mileage not verified

Market: $40,215 – $49,454

Comparison: 81 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Houghton, MI

2019 Chevrolet Silverado 2500HD LTZ

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

2019 Chevrolet Silverado 2500HD LTZ

Houghton, MI

UnscoredLimited · 6
$46,70096,600 mi

Comparison: 6 similar vehicles

Houghton, MI

2026 RAM 2500 Pickup Big Horn

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

2026 RAM 2500 Pickup Big Horn

Houghton, MI

Fair PriceLimited · 10
$46,7798,235 mi

Market: $43,990 – $60,294

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Houghton, 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

Houghton, MI

Fair PriceRobust · 135
$47,24432,192 mi

Market: $34,298 – $56,900

Comparison: 135 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 503 days listed (based on current market benchmarks)

Houghton, MI

2026 GMC Sierra 1500 SLT

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

2026 GMC Sierra 1500 SLT

Houghton, MI

UnscoredInsufficient · 4
$47,7797,507 mi

Comparison: 4 similar vehicles

Houghton, 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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