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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

85 listings found

2008 Pontiac G8 Base

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

2008 Pontiac G8 Base

Freeport, PA

UnscoredInsufficient · 0
$4,500163,386 mi

Freeport, PA

2019 RAM 1500 Classic Tradesman

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

2019 RAM 1500 Classic Tradesman

Freeport, PA

Unscored
$4,995247,452 mi

Comparison: 98 similar vehicles

Freeport, PA

2006 Ford

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

2006 Ford

Freeport, PA

UnscoredInsufficient · 0
$4,99594,583 mi

Freeport, PA

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Freeport, PA

UnscoredInsufficient · 0
$7,700139,522 mi

Freeport, PA

2006 Ford Econoline

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

2006 Ford Econoline

Freeport, PA

UnscoredInsufficient · 0
$7,995173,900 mi

Freeport, PA

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Freeport, PA

Unscored
$9,800124,090 mi

Comparison: 5 similar vehicles

Freeport, PA

2015 Jeep Grand Cherokee Overland

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

2015 Jeep Grand Cherokee Overland

Freeport, PA

Unscored
$9,800131,745 mi

Comparison: 52 similar vehicles

Freeport, PA

2019 Hyundai Sonata Hybrid SE

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

2019 Hyundai Sonata Hybrid SE

Freeport, PA

UnscoredInsufficient · 0
$9,900107,086 mi

Freeport, PA

2016 Ford E-Series Cutaway Base

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

2016 Ford E-Series Cutaway Base

Freeport, PA

UnscoredInsufficient · 4
$9,995243,949 mi

Comparison: 4 similar vehicles

Freeport, PA

2016 Ford E-Series Cutaway Base

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

2016 Ford E-Series Cutaway Base

Freeport, PA

UnscoredInsufficient · 4
$9,995179,726 mi

Comparison: 4 similar vehicles

Freeport, PA

2016 Isuzu NPR HD

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

2016 Isuzu NPR HD

Freeport, PA

UnscoredInsufficient · 0
$9,995147,975 mi

Freeport, PA

2007 Sterling Mitsubishi Chassis COE

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

2007 Sterling Mitsubishi Chassis COE

Freeport, PA

UnscoredInsufficient · 0
$10,500135,231 mi

Freeport, PA

1987 GMC C7000

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

1987 GMC C7000

Freeport, PA

UnscoredInsufficient · 0
$10,73222,310 mi

Freeport, PA

2018 Ford Explorer Utility Police Interceptor

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

2018 Ford Explorer Utility Police Interceptor

Freeport, PA

Fair PriceLimited · 14
$10,99583,824 mi

Market: $5,400 – $14,500

Comparison: 14 similar vehicles

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

Freeport, PA

2019 Ford E-Series Cutaway Base

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

2019 Ford E-Series Cutaway Base

Freeport, PA

Fair PriceModerate · 28
$11,20099,496 mi

Market: $9,995 – $38,075

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Freeport, PA

2019 Ford Escape SE

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

2019 Ford Escape SE

Freeport, PA

UnscoredInsufficient · 4
$11,20094,781 mi

Comparison: 4 similar vehicles

Freeport, PA

2014 Isuzu NPR

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

2014 Isuzu NPR

Freeport, PA

UnscoredInsufficient · 0
$11,40054,030 mi

Freeport, PA

2016 Ford Explorer Utility Police Interceptor

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

2016 Ford Explorer Utility Police Interceptor

Freeport, PA

Fair PriceLimited · 15
$11,99584,767 mi

Market: $5,495 – $13,900

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 104 days listed (based on current market benchmarks)

Freeport, PA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Freeport, PA

Fair PriceModerate · 38
$12,90095,383 mi

Market: $11,995 – $20,102

Comparison: 38 similar vehicles

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

Freeport, PA

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Freeport, PA

Fair PriceRobust · 61
$12,900105,391 mi

Market: $8,000 – $24,788

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Freeport, PA

2017 Ford E-Series Cutaway Base

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

2017 Ford E-Series Cutaway Base

Freeport, PA

Unscored
$12,995140,428 mi

Comparison: 13 similar vehicles

Freeport, PA

2009 Chevrolet Express G3500

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

2009 Chevrolet Express G3500

Freeport, PA

UnscoredInsufficient · 0
$12,995121,696 mi

Freeport, PA

2019 GMC Sierra 2500HD Base

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

2019 GMC Sierra 2500HD Base

Freeport, PA

Unscored
$13,200216,826 mi

Comparison: 6 similar vehicles

Freeport, PA

2018 Ford Explorer Utility Police Interceptor

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

2018 Ford Explorer Utility Police Interceptor

Freeport, PA

OverpricedLimited · 14
$14,50066,833 mi

Market: $5,400 – $11,000

Comparison: 14 similar vehicles

Priced ~32% above the typical market range for similar vehicles (based on current market benchmarks)

Freeport, PA

2017 Mercedes-Benz Sprinter Cargo Van Base

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

2017 Mercedes-Benz Sprinter Cargo Van Base

Freeport, PA

UnscoredInsufficient · 0
$14,700176,148 mi

Freeport, PA

2022 Ford Escape SE

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

2022 Ford Escape SE

Freeport, PA

Fair PriceLimited · 11
$14,80085,594 mi

Market: $11,970 – $19,404

Comparison: 11 similar vehicles

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

Freeport, PA

2019 Ford Escape SE

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

2019 Ford Escape SE

Freeport, PA

UnscoredInsufficient · 4
$14,80023,256 mi

Comparison: 4 similar vehicles

Freeport, PA

2015 Ford F-450 Super Duty Chassis Cab XL

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

2015 Ford F-450 Super Duty Chassis Cab XL

Freeport, PA

UnscoredInsufficient · 4
$14,995156,883 mi

Comparison: 4 similar vehicles

Freeport, PA

2019 Ford Taurus

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

2019 Ford Taurus

Freeport, PA

UnscoredInsufficient · 0
$15,80051,699 mi

Freeport, PA

2014 Toyota Avalon Limited Hybrid

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

2014 Toyota Avalon Limited Hybrid

Freeport, PA

UnscoredInsufficient · 0
$15,800100,399 mi

Freeport, PA

2017 Isuzu NRR

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

2017 Isuzu NRR

Freeport, PA

UnscoredInsufficient · 0
$15,995235,663 mi

Freeport, PA

2018 Jeep All-New Wrangler Sport S

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

2018 Jeep All-New Wrangler Sport S

Freeport, PA

Fair PriceModerate · 30
$16,20093,792 mi

Market: $14,100 – $21,990

Comparison: 30 similar vehicles

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

Freeport, PA

2008 Chevrolet Express G3500

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

2008 Chevrolet Express G3500

Freeport, PA

UnscoredInsufficient · 0
$16,84666,746 mi

Freeport, PA

2019 Ford E-Series Cutaway Base

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

2019 Ford E-Series Cutaway Base

Freeport, PA

Fair PriceModerate · 28
$17,500103,239 mi

Market: $9,995 – $38,075

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 368 days listed (based on current market benchmarks)

Freeport, PA

2019 Ford F-550 Super Duty Chassis Cab XL

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

2019 Ford F-550 Super Duty Chassis Cab XL

Freeport, PA

UnscoredInsufficient · 3
$17,70093,870 mi

Comparison: 3 similar vehicles

Freeport, PA

2019 Ford Transit Van Base

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

2019 Ford Transit Van Base

Freeport, PA

Fair PriceRobust · 118
$17,800105,654 mi

Market: $9,900 – $27,995

Comparison: 118 similar vehicles

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

Freeport, PA

2019 GMC Savana Cargo Work Van

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

2019 GMC Savana Cargo Work Van

Freeport, PA

Fair PriceModerate · 31
$17,800109,934 mi

Market: $7,995 – $28,995

Comparison: 31 similar vehicles

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

Freeport, PA

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

Freeport, PA

Fair PriceLimited · 19
$17,80065,686 mi

Market: $13,995 – $24,240

Comparison: 19 similar vehicles

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

Freeport, PA

2017 Ford E-Series Cutaway Base

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

2017 Ford E-Series Cutaway Base

Freeport, PA

Fair PriceLimited · 13
$17,800105,178 mi

Market: $12,995 – $21,938

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 750 days listed (based on current market benchmarks)

Freeport, PA

2018 GMC Sierra 3500 Chassis Cab Base

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

2018 GMC Sierra 3500 Chassis Cab Base

Freeport, PA

UnscoredInsufficient · 0
$18,800258,906 mi

Freeport, PA

2017 Chevrolet Express Cutaway Base

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

2017 Chevrolet Express Cutaway Base

Freeport, PA

Fair PriceModerate · 33
$18,80086,632 mi

Market: $10,434 – $26,348

Comparison: 33 similar vehicles

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

Freeport, PA

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

Freeport, PA

Fair PriceLimited · 19
$19,50094,463 mi

Market: $13,995 – $24,240

Comparison: 19 similar vehicles

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

Freeport, PA

2021 Ford E-Series Cutaway Base

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

2021 Ford E-Series Cutaway Base

Freeport, PA

UnscoredInsufficient · 0
$19,70057,327 mi

Freeport, PA

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Freeport, PA

Unscored
$19,995136,013 mi

Comparison: 31 similar vehicles

Freeport, PA

2004 Ford F-350 Super Duty XL

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

2004 Ford F-350 Super Duty XL

Freeport, PA

UnscoredInsufficient · 0
$19,995175,248 mi

Freeport, PA

2002 Ford Thunderbird Premium

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

2002 Ford Thunderbird Premium

Freeport, PA

UnscoredInsufficient · 0
$19,99544,836 mi

Freeport, PA

2019 Ford E-Series Cutaway Base

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

2019 Ford E-Series Cutaway Base

Freeport, PA

Fair PriceModerate · 28
$20,00095,805 mi

Market: $9,995 – $38,075

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 344 days listed (based on current market benchmarks)

Freeport, PA

2014 Volkswagen Beetle 2.0

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

2014 Volkswagen Beetle 2.0

Freeport, PA

UnscoredInsufficient · 0
$20,00038,123 mi

Freeport, PA

2021 Chevrolet Trailblazer RS

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

2021 Chevrolet Trailblazer RS

Freeport, PA

UnscoredInsufficient · 0
$21,3004,373 mi

Freeport, PA

2023 Chevrolet Silverado 1500 Work Truck

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

2023 Chevrolet Silverado 1500 Work Truck

Freeport, PA

Fair PriceModerate · 24
$21,500105,056 mi

Market: $17,691 – $31,798

Comparison: 24 similar vehicles

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

Freeport, PA

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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