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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 3, 2026

6.8M+

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

90 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

Seneca, KS

Unscored
$6,500162,008 mi

Comparison: 13 similar vehicles

Seneca, KS

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Seneca, KS

UnscoredInsufficient · 0
$7,000105,412 mi

Seneca, KS

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Seneca, KS

Unscored
$8,000212,402 mi

Comparison: 12 similar vehicles

Seneca, KS

2007 Ford Ranger XLT

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

2007 Ford Ranger XLT

Seneca, KS

UnscoredInsufficient · 0
$9,90093,315 mi

Seneca, KS

2018 Ford Ecosport Titanium

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

2018 Ford Ecosport Titanium

Seneca, KS

UnscoredInsufficient · 0
$13,20052,052 mi

Seneca, KS

2019 Ford Ecosport Titanium

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

2019 Ford Ecosport Titanium

Seneca, KS

UnscoredInsufficient · 0
$13,50055,084 mi

Seneca, KS

2021 Ford EcoSport Titanium

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

2021 Ford EcoSport Titanium

Seneca, KS

UnscoredInsufficient · 0
$15,50043,692 mi

Seneca, KS

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

Seneca, KS

Unscored
$16,000183,719 mi

Comparison: 227 similar vehicles

Seneca, KS

2020 Ford Escape SEL

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

2020 Ford Escape SEL

Seneca, KS

UnscoredInsufficient · 0
$18,50033,857 mi

Seneca, KS

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Seneca, KS

Unscored
$19,000149,640 mi

Comparison: 86 similar vehicles

Seneca, KS

2021 Ford Bronco Sport Base

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

2021 Ford Bronco Sport Base

Seneca, KS

UnscoredInsufficient · 0
$20,90036,470 mi

Seneca, KS

2015 Ford F-150 Lariat

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

2015 Ford F-150 Lariat

Seneca, KS

Fair PriceRobust · 58
$21,00089,902 mi

Market: $11,716 – $24,499

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Seneca, KS

2021 Ford Transit Connect XL

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

2021 Ford Transit Connect XL

Seneca, KS

Unscored
$21,50060,565 mi

Comparison: 6 similar vehicles

Seneca, KS

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

Seneca, KS

Unscored
$21,90054,485 mi

Comparison: 7 similar vehicles

Seneca, KS

2024 Ford Escape Active

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

2024 Ford Escape Active

Seneca, KS

Fair PriceModerate · 20
$22,90019,225 mi

Market: $18,995 – $26,500

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 180 days listed (based on current market benchmarks)

Seneca, KS

2022 Ford Explorer XLT

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

2022 Ford Explorer XLT

Seneca, KS

Fair PriceRobust · 124
$22,90080,559 mi

Market: $17,047 – $30,000

Comparison: 124 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Seneca, KS

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

Seneca, KS

Unscored
$24,4008,712 mi

Comparison: 8 similar vehicles

Seneca, KS

2021 Ford Ranger XLT

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

2021 Ford Ranger XLT

Seneca, KS

Fair PriceModerate · 27
$24,50087,514 mi

Market: $18,777 – $30,205

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Seneca, KS

2022 Ford Ranger XLT

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

2022 Ford Ranger XLT

Seneca, KS

UnscoredInsufficient · 0
$28,50056,298 mi

Seneca, KS

2025 Ford Bronco Sport Big Bend

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

2025 Ford Bronco Sport Big Bend

Seneca, KS

Fair PriceLimited · 11
$28,535Mileage not verified

Market: $28,775 – $35,980

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 495 days listed (based on current market benchmarks)

Seneca, KS

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Seneca, KS

Fair PriceRobust · 95
$28,90017,957 mi

Market: $21,550 – $31,348

Comparison: 95 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 146 days listed (based on current market benchmarks)

Seneca, KS

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Seneca, KS

Fair PriceRobust · 95
$29,90010,041 mi

Market: $21,550 – $31,348

Comparison: 95 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 263 days listed (based on current market benchmarks)

Seneca, KS

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

Seneca, KS

Fair PriceRobust · 263
$30,50064,224 mi

Market: $18,535 – $39,088

Comparison: 263 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Seneca, KS

2021 Ford F-150 Lariat

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

2021 Ford F-150 Lariat

Seneca, KS

Fair PriceRobust · 182
$30,90098,470 mi

Market: $19,200 – $49,995

Comparison: 182 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 263 days listed (based on current market benchmarks)

Seneca, KS

2021 Ford Expedition XLT

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

2021 Ford Expedition XLT

Seneca, KS

Fair PriceRobust · 104
$32,00064,319 mi

Market: $21,500 – $37,880

Comparison: 104 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Seneca, KS

2018 Ford F-150 Raptor

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

2018 Ford F-150 Raptor

Seneca, KS

Fair PriceModerate · 44
$32,500118,067 mi

Market: $27,174 – $41,044

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 220 days listed (based on current market benchmarks)

Seneca, KS

2022 Ford Expedition Limited

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

2022 Ford Expedition Limited

Seneca, KS

Fair PriceModerate · 29
$33,500112,121 mi

Market: $33,408 – $45,399

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Seneca, KS

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

Seneca, KS

Fair PriceRobust · 286
$33,90083,095 mi

Market: $18,949 – $49,995

Comparison: 286 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Seneca, KS

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

Seneca, KS

Fair PriceModerate · 23
$34,90050,626 mi

Market: $28,499 – $38,950

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 119 days listed (based on current market benchmarks)

Seneca, KS

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Seneca, KS

Fair PriceRobust · 934
$35,275Mileage not verified

Market: $28,612 – $41,157

Comparison: 934 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Seneca, KS

2025 Ford Explorer Active

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

2025 Ford Explorer Active

Seneca, KS

Fair PriceModerate · 30
$35,70020,696 mi

Market: $25,988 – $39,519

Comparison: 30 similar vehicles

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

Seneca, KS

2025 Ford Explorer Active

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

2025 Ford Explorer Active

Seneca, KS

Fair PriceModerate · 29
$36,90011,994 mi

Market: $32,590 – $41,900

Comparison: 29 similar vehicles

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

Seneca, KS

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

Seneca, KS

Fair PriceModerate · 23
$37,50051,182 mi

Market: $28,499 – $38,950

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Seneca, KS

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

Seneca, KS

Fair PriceRobust · 76
$37,90043,721 mi

Market: $34,898 – $46,950

Comparison: 76 similar vehicles

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

Seneca, KS

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

Seneca, KS

Fair PriceRobust · 314
$37,90035,112 mi

Market: $30,900 – $58,280

Comparison: 314 similar vehicles

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

Seneca, KS

2025 Ford Maverick XLT

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

2025 Ford Maverick XLT

Seneca, KS

OverpricedLimited · 19
$38,170Mileage not verified

Market: $32,461 – $37,992

Comparison: 19 similar vehicles

Seneca, KS

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

Seneca, KS

Fair PriceModerate · 25
$40,5008,092 mi

Market: $33,000 – $48,995

Comparison: 25 similar vehicles

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

Seneca, KS

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

Seneca, KS

Fair PriceRobust · 163
$40,50040,692 mi

Market: $32,998 – $59,687

Comparison: 163 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Seneca, KS

2025 Ford F-150 XLT

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

2025 Ford F-150 XLT

Seneca, KS

Fair PriceRobust · 119
$40,90034,544 mi

Market: $32,898 – $45,633

Comparison: 119 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Seneca, KS

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Seneca, KS

Fair PriceRobust · 644
$42,660Mileage not verified

Market: $36,702 – $49,254

Comparison: 644 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Seneca, KS

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

Seneca, KS

Fair PriceLimited · 13
$43,50041,122 mi

Market: $38,042 – $50,099

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Seneca, KS

2026 Ford Explorer Active

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

2026 Ford Explorer Active

Seneca, KS

Fair PriceRobust · 467
$44,820Mileage not verified

Market: $34,599 – $51,864

Comparison: 467 similar vehicles

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

Seneca, KS

2026 Ford Explorer Active

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

2026 Ford Explorer Active

Seneca, KS

Fair PriceRobust · 467
$45,275Mileage not verified

Market: $34,599 – $51,864

Comparison: 467 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 145 days listed (based on current market benchmarks)

Seneca, KS

2024 Ford F-250 Super Duty XL

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

2024 Ford F-250 Super Duty XL

Seneca, KS

Unscored
$46,50021,563 mi

Comparison: 5 similar vehicles

Seneca, KS

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

Seneca, KS

UnscoredInsufficient · 3
$46,570Mileage not verified

Comparison: 3 similar vehicles

Seneca, KS

2025 Ford Explorer Platinum

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

2025 Ford Explorer Platinum

Seneca, KS

UnscoredInsufficient · 3
$47,7007,391 mi

Comparison: 3 similar vehicles

Seneca, KS

2026 Ford Explorer Active

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

2026 Ford Explorer Active

Seneca, KS

Fair PriceRobust · 467
$48,620Mileage not verified

Market: $34,599 – $51,864

Comparison: 467 similar vehicles

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

Seneca, KS

2025 Ford Bronco 4-Door Outer Banks

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

2025 Ford Bronco 4-Door Outer Banks

Seneca, KS

Fair PriceLimited · 19
$48,80010,340 mi

Market: $43,587 – $82,951

Comparison: 19 similar vehicles

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

Seneca, KS

2027 Ford Explorer Active

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

2027 Ford Explorer Active

Seneca, KS

Fair PriceRobust · 540
$48,860Mileage not verified

Market: $38,725 – $52,294

Comparison: 540 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Seneca, KS

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Seneca, KS

Fair PriceRobust · 300
$49,895Mileage not verified

Market: $43,587 – $226,364

Comparison: 300 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 300 days listed (based on current market benchmarks)

Seneca, KS

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.
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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