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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 12, 2026

6M+

Unique vehicles analyzed

as of October 11, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

92 listings found

2026 Ford Maverick Lobo Premium

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

2026 Ford Maverick Lobo Premium

Ainsworth, NE

UnscoredInsufficient · 4
$43,485Mileage not verified

Comparison: 4 similar vehicles

Ainsworth, NE

2026 Ford Ranger Lariat

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

2026 Ford Ranger Lariat

Valentine, NE

Fair PriceModerate · 37
$49,100Mileage not verified

Market: $46,435 – $85,899

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 215 days listed (based on current market benchmarks)

Valentine, NE

2026 Ford F-250 Super Duty XLT

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

2026 Ford F-250 Super Duty XLT

Valentine, NE

UnscoredInsufficient · 4
$50,765Mileage not verified

Comparison: 4 similar vehicles

Valentine, NE

2026 Ford F-350 Super Duty XL

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

2026 Ford F-350 Super Duty XL

Ainsworth, NE

Fair PriceLimited · 15
$55,210Mileage not verified

Market: $52,140 – $73,600

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 272 days listed (based on current market benchmarks)

Ainsworth, NE

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Valentine, NE

Fair PriceRobust · 707
$56,005208 mi

Market: $47,495 – $74,875

Comparison: 707 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 108 days listed (based on current market benchmarks)

Valentine, NE

2026 Ford F-350 Super Duty XL

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

2026 Ford F-350 Super Duty XL

Ainsworth, NE

Fair PriceLimited · 15
$59,730Mileage not verified

Market: $52,140 – $73,600

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 206 days listed (based on current market benchmarks)

Ainsworth, NE

2026 Ford F-250 Super Duty XLT

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

2026 Ford F-250 Super Duty XLT

Valentine, NE

UnscoredInsufficient · 4
$60,200360 mi

Comparison: 4 similar vehicles

Valentine, NE

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Ainsworth, NE

Fair PriceRobust · 728
$61,165Mileage not verified

Market: $47,495 – $74,875

Comparison: 728 similar vehicles

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

Ainsworth, NE

2026 Ford Explorer Tremor

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

2026 Ford Explorer Tremor

Ainsworth, NE

Fair PriceRobust · 66
$64,705Mileage not verified

Market: $45,825 – $65,515

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Ainsworth, NE

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Valentine, NE

Fair PriceRobust · 377
$65,400Mileage not verified

Market: $57,995 – $149,799

Comparison: 377 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 248 days listed (based on current market benchmarks)

Valentine, NE

2026 Ford F-250 Super Duty XLT

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

2026 Ford F-250 Super Duty XLT

Valentine, NE

UnscoredInsufficient · 4
$67,465Mileage not verified

Comparison: 4 similar vehicles

Valentine, NE

2026 Ford F-250 Super Duty XLT

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

2026 Ford F-250 Super Duty XLT

Ainsworth, NE

Fair PriceRobust · 77
$69,150Mileage not verified

Market: $50,765 – $83,349

Comparison: 77 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 212 days listed (based on current market benchmarks)

Ainsworth, NE

2026 Ford F-350 Super Duty XLT

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

2026 Ford F-350 Super Duty XLT

Valentine, NE

Fair PriceRobust · 60
$74,970Mileage not verified

Market: $52,529 – $84,209

Comparison: 60 similar vehicles

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

Valentine, NE

2026 Ford F-150 Platinum

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

2026 Ford F-150 Platinum

Valentine, NE

Fair PriceRobust · 82
$76,308Mileage not verified

Market: $68,488 – $95,695

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Valentine, NE

2026 Ford F-350 Super Duty Lariat

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

2026 Ford F-350 Super Duty Lariat

Valentine, NE

Fair PriceRobust · 106
$78,900Mileage not verified

Market: $69,910 – $96,714

Comparison: 106 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 115 days listed (based on current market benchmarks)

Valentine, NE

2026 Ford F-350 Super Duty Lariat

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

2026 Ford F-350 Super Duty Lariat

Valentine, NE

Fair PriceRobust · 106
$83,130Mileage not verified

Market: $69,910 – $96,714

Comparison: 106 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 115 days listed (based on current market benchmarks)

Valentine, NE

2026 Ford F-250 Super Duty Lariat

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

2026 Ford F-250 Super Duty Lariat

Valentine, NE

Fair PriceRobust · 98
$83,795791 mi

Market: $68,542 – $153,377

Comparison: 98 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Valentine, NE

2026 Ford F-350 Super Duty Lariat

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

2026 Ford F-350 Super Duty Lariat

Ainsworth, NE

Fair PriceRobust · 86
$87,705Mileage not verified

Market: $69,910 – $96,714

Comparison: 86 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Ainsworth, NE

2025 Jeep Wrangler 4xe Sahara 4XE

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

2025 Jeep Wrangler 4xe Sahara 4XE

Valentine, NE

UnscoredInsufficient · 0
$33,9009,970 mi

Valentine, NE

2025 Jeep Wrangler 4xe Willys 4XE

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

2025 Jeep Wrangler 4xe Willys 4XE

Valentine, NE

UnscoredInsufficient · 4
$33,90019,869 mi

Comparison: 4 similar vehicles

Valentine, NE

2025 Kia Telluride S

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

2025 Kia Telluride S

Valentine, NE

UnscoredInsufficient · 0
$34,39817,766 mi

Valentine, NE

2025 RAM 2500 Pickup Tradesman

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

2025 RAM 2500 Pickup Tradesman

Valentine, NE

UnscoredInsufficient · 3
$45,900Mileage not verified

Comparison: 3 similar vehicles

Valentine, NE

2025 RAM 2500 Pickup Tradesman

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

2025 RAM 2500 Pickup Tradesman

Valentine, NE

UnscoredInsufficient · 3
$45,9005,143 mi

Comparison: 3 similar vehicles

Valentine, NE

2025 RAM 1500 Pickup Laramie

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

2025 RAM 1500 Pickup Laramie

Valentine, NE

UnscoredInsufficient · 3
$48,9009,173 mi

Comparison: 3 similar vehicles

Valentine, NE

2025 Jeep Wagoneer Series II

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

2025 Jeep Wagoneer Series II

Valentine, NE

UnscoredInsufficient · 0
$55,49816,105 mi

Valentine, NE

2025 Ford F-250 Super Duty Lariat

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

2025 Ford F-250 Super Duty Lariat

Ainsworth, NE

UnscoredInsufficient · 0
$57,99542,752 mi

Ainsworth, NE

2025 Ford Expedition Active

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

2025 Ford Expedition Active

Valentine, NE

Fair PriceModerate · 43
$58,90025,053 mi

Market: $51,950 – $62,743

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 152 days listed (based on current market benchmarks)

Valentine, NE

2025 RAM 3500 Chassis Cab Big Horn

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

2025 RAM 3500 Chassis Cab Big Horn

Valentine, NE

UnscoredInsufficient · 0
$66,90011,792 mi

Valentine, NE

2025 Ford Mustang Dark Horse

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

2025 Ford Mustang Dark Horse

Ainsworth, NE

UnscoredInsufficient · 0
$74,115Mileage not verified

Ainsworth, NE

2024 Ford Escape ST-Line

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

2024 Ford Escape ST-Line

Valentine, NE

Fair PriceLimited · 18
$25,49820,901 mi

Market: $25,507 – $28,950

Comparison: 18 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 166 days listed (based on current market benchmarks)

Valentine, NE

2024 Jeep Compass Limited

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

2024 Jeep Compass Limited

Valentine, NE

UnscoredInsufficient · 0
$26,9001,386 mi

Valentine, NE

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Valentine, NE

Fair PriceModerate · 34
$30,90013,943 mi

Market: $27,995 – $30,994

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

Valentine, NE

2024 Ford Ranger XL

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

2024 Ford Ranger XL

Valentine, NE

UnscoredInsufficient · 0
$31,9002,170 mi

Valentine, NE

2024 Ford Ranger XLT

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

2024 Ford Ranger XLT

Valentine, NE

UnscoredLimited · 7
$37,900254 mi

Comparison: 7 similar vehicles

Valentine, NE

2024 Chrysler Pacifica PHEV Pinnacle

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

2024 Chrysler Pacifica PHEV Pinnacle

Valentine, NE

UnscoredInsufficient · 0
$39,90011,133 mi

Valentine, NE

2024 Ford Bronco 4-Door Outer Banks

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

2024 Ford Bronco 4-Door Outer Banks

Valentine, NE

UnscoredInsufficient · 3
$39,90048,674 mi

Comparison: 3 similar vehicles

Valentine, NE

2024 Ford Expedition Platinum

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

2024 Ford Expedition Platinum

Ainsworth, NE

UnscoredInsufficient · 4
$63,49555,512 mi

Comparison: 4 similar vehicles

Ainsworth, NE

2024 Ford F-250 Super Duty Lariat

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

2024 Ford F-250 Super Duty Lariat

Ainsworth, NE

UnscoredLimited · 5
$66,50061,134 mi

Comparison: 5 similar vehicles

Ainsworth, NE

2024 Ford F-350 Super Duty Lariat

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

2024 Ford F-350 Super Duty Lariat

Valentine, NE

UnscoredLimited · 5
$71,90029,325 mi

Comparison: 5 similar vehicles

Valentine, NE

2024 Ford F-350 Super Duty Lariat

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

2024 Ford F-350 Super Duty Lariat

Ainsworth, NE

UnscoredInsufficient · 3
$76,99549,672 mi

Comparison: 3 similar vehicles

Ainsworth, NE

2023 Ford Edge SEL

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

2023 Ford Edge SEL

Valentine, NE

Great DealLimited · 10
$24,90036,159 mi

Market: $26,000 – $29,695

Comparison: 10 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 96 days listed (based on current market benchmarks)

Valentine, NE

2023 Ford Explorer Limited

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

2023 Ford Explorer Limited

Valentine, NE

UnscoredInsufficient · 0
$33,90040,338 mi

Valentine, NE

2023 RAM 1500 Pickup Big Horn/Lone Star

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

2023 RAM 1500 Pickup Big Horn/Lone Star

Valentine, NE

Fair PriceLimited · 15
$35,90029,190 mi

Market: $34,149 – $40,274

Comparison: 15 similar vehicles

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

Valentine, NE

2023 RAM 1500 Pickup Big Horn/Lone Star

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

2023 RAM 1500 Pickup Big Horn/Lone Star

Valentine, NE

Fair PriceModerate · 22
$38,90030,595 mi

Market: $32,999 – $40,049

Comparison: 22 similar vehicles

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

Valentine, NE

2023 Ford Bronco 2-Door Badlands

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

2023 Ford Bronco 2-Door Badlands

Valentine, NE

UnscoredInsufficient · 0
$45,40025,949 mi

Valentine, NE

2023 Ford F-350 Super Duty XL

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

2023 Ford F-350 Super Duty XL

Valentine, NE

UnscoredInsufficient · 0
$45,900113,359 mi

Valentine, NE

2023 RAM 2500 Pickup Laramie

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

2023 RAM 2500 Pickup Laramie

Ainsworth, NE

UnscoredInsufficient · 3
$49,99575,143 mi

Comparison: 3 similar vehicles

Ainsworth, NE

2023 Ford F-350 Super Duty Lariat

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

2023 Ford F-350 Super Duty Lariat

Valentine, NE

UnscoredInsufficient · 0
$70,99843,350 mi

Valentine, NE

2023 Ford F-250 Super Duty Lariat

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

2023 Ford F-250 Super Duty Lariat

Ainsworth, NE

UnscoredInsufficient · 0
$73,40039,286 mi

Ainsworth, NE

2022 Jeep Wagoneer Series II

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

2022 Jeep Wagoneer Series II

Valentine, NE

Fair PriceLimited · 10
$33,90097,446 mi

Market: $24,299 – $35,963

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Valentine, NE

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 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 manage their profile, 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, exports, and enhanced merchandising.
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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