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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

182 listings found

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Seneca, KS

UnscoredInsufficient · 0
$5,000Mileage not verified

Seneca, KS

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

2013 Lincoln Navigator Base

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

2013 Lincoln Navigator Base

Seneca, KS

Unscored
$8,000189,232 mi

Comparison: 7 similar vehicles

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

2010 Dodge Avenger R/T

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

2010 Dodge Avenger R/T

Seneca, KS

UnscoredInsufficient · 0
$10,00069,545 mi

Seneca, KS

2008 Pontiac Solstice Base

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

2008 Pontiac Solstice Base

Seneca, KS

UnscoredInsufficient · 0
$10,50045,924 mi

Seneca, KS

2017 Lincoln MKX Select

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

2017 Lincoln MKX Select

Seneca, KS

Unscored
$12,000102,407 mi

Comparison: 9 similar vehicles

Seneca, KS

2011 Jeep Wrangler Unlimited Sport

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

2011 Jeep Wrangler Unlimited Sport

Seneca, KS

Unscored
$12,500137,061 mi

Comparison: 16 similar vehicles

Seneca, KS

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Seneca, KS

Salvage title
$12,500237,626 mi

Seneca, KS

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Seneca, KS

Unscored
$13,000209,266 mi

Comparison: 123 similar vehicles

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

2017 Dodge Durango GT

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

2017 Dodge Durango GT

Seneca, KS

Unscored
$14,000136,962 mi

Comparison: 12 similar vehicles

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

2017 Chevrolet Silverado 1500 LTZ

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

2017 Chevrolet Silverado 1500 LTZ

Seneca, KS

Unscored
$15,900196,475 mi

Comparison: 78 similar vehicles

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: 202 similar vehicles

Seneca, KS

2020 Chrysler Pacifica Touring L Plus

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

2020 Chrysler Pacifica Touring L Plus

Seneca, KS

Fair PriceModerate · 23
$17,000107,650 mi

Market: $14,534 – $21,884

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 316 days listed (based on current market benchmarks)

Seneca, KS

2019 Chrysler Pacifica Limited

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

2019 Chrysler Pacifica Limited

Seneca, KS

Unscored
$17,000131,116 mi

Comparison: 21 similar vehicles

Seneca, KS

2019 Chevrolet Traverse Premier

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

2019 Chevrolet Traverse Premier

Seneca, KS

Unscored
$17,500146,176 mi

Comparison: 70 similar vehicles

Seneca, KS

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

Seneca, KS

Fair PriceLimited · 14
$18,000102,087 mi

Market: $9,999 – $21,900

Comparison: 14 similar vehicles

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

Seneca, KS

2016 Jeep Wrangler Unlimited Sahara

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

2016 Jeep Wrangler Unlimited Sahara

Seneca, KS

Unscored
$18,000127,664 mi

Comparison: 34 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

Unscored
$18,50043,857 mi

Comparison: 7 similar vehicles

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: 110 similar vehicles

Seneca, KS

2023 Chrysler Pacifica Touring L

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

2023 Chrysler Pacifica Touring L

Seneca, KS

Fair PriceRobust · 397
$19,50080,000 mi

Market: $16,590 – $27,995

Comparison: 397 similar vehicles

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

Seneca, KS

2019 RAM 1500 Pickup Laramie

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

2019 RAM 1500 Pickup Laramie

Seneca, KS

Unscored
$20,000164,125 mi

Comparison: 99 similar vehicles

Seneca, KS

2016 Chevrolet Tahoe LTZ

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

2016 Chevrolet Tahoe LTZ

Seneca, KS

Unscored
$20,000142,035 mi

Comparison: 47 similar vehicles

Seneca, KS

2020 Jeep Cherokee Latitude Plus

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

2020 Jeep Cherokee Latitude Plus

Seneca, KS

UnscoredInsufficient · 0
$20,30032,623 mi

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 PriceModerate · 43
$21,00089,902 mi

Market: $11,716 – $24,294

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 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

2025 Chrysler Pacifica Select

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

2025 Chrysler Pacifica Select

Seneca, KS

Fair PriceRobust · 128
$22,00069,741 mi

Market: $19,499 – $29,398

Comparison: 128 similar vehicles

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

Seneca, KS

2025 Chevrolet Trax LT

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

2025 Chevrolet Trax LT

Seneca, KS

Fair PriceRobust · 53
$22,00029,563 mi

Market: $19,794 – $25,156

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

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 · 21
$22,90019,225 mi

Market: $18,995 – $26,500

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 178 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 · 126
$22,90080,559 mi

Market: $17,047 – $30,000

Comparison: 126 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Seneca, KS

2022 GMC Terrain SLT

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

2022 GMC Terrain SLT

Seneca, KS

UnscoredInsufficient · 0
$23,00055,958 mi

Seneca, KS

2021 Chevrolet Colorado LT

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

2021 Chevrolet Colorado LT

Seneca, KS

Fair PriceLimited · 16
$23,50081,114 mi

Market: $13,254 – $26,382

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 366 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 · 36 days listed (based on current market benchmarks)

Seneca, KS

2024 GMC Terrain SLE

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

2024 GMC Terrain SLE

Seneca, KS

OverpricedRobust · 62
$25,00054,420 mi

Market: $19,499 – $24,294

Comparison: 62 similar vehicles

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

Seneca, KS

2023 Buick Envision Essence

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

2023 Buick Envision Essence

Seneca, KS

Fair PriceModerate · 21
$25,00056,915 mi

Market: $22,900 – $28,291

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Seneca, KS

2026 Jeep Compass Trailhawk

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

2026 Jeep Compass Trailhawk

Seneca, KS

UnscoredInsufficient · 0
$26,00017,877 mi

Seneca, KS

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

Seneca, KS

Fair PriceRobust · 59
$26,00063,756 mi

Market: $19,199 – $28,658

Comparison: 59 similar vehicles

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

Seneca, KS

2022 GMC Acadia Denali

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

2022 GMC Acadia Denali

Seneca, KS

Fair PriceModerate · 25
$28,00080,013 mi

Market: $24,787 – $30,073

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 484 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 · 12
$28,535Mileage not verified

Market: $27,537 – $35,980

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 493 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 · 101
$28,90017,957 mi

Market: $21,550 – $32,096

Comparison: 101 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 144 days listed (based on current market benchmarks)

Seneca, KS

2020 Lincoln Aviator Reserve

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

2020 Lincoln Aviator Reserve

Seneca, KS

UnscoredInsufficient · 3
$29,80055,843 mi

Comparison: 3 similar vehicles

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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