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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

40 listings found

2012 Lexus CT Premium

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

2012 Lexus CT Premium

Fitchburg, WI

UnscoredModerate · 21
$7,872181,125 mi

Comparison: 21 similar vehicles

Fitchburg, WI

1993 Jeep Cherokee COUNTRY

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

1993 Jeep Cherokee COUNTRY

Fitchburg, WI

UnscoredInsufficient · 0
$8,464114,855 mi

Fitchburg, WI

2016 Jeep Renegade Latitude

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

2016 Jeep Renegade Latitude

Fitchburg, WI

Fair PriceModerate · 34
$8,491100,920 mi

Market: $4,995 – $12,150

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 253 days listed (based on current market benchmarks)

Fitchburg, WI

2007 Mercedes-Benz M-Class ML320

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

2007 Mercedes-Benz M-Class ML320

Fitchburg, WI

UnscoredInsufficient · 0
$8,841138,421 mi

Fitchburg, WI

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Fitchburg, WI

Fair PriceLimited · 16
$8,971109,873 mi

Market: $3,700 – $12,695

Comparison: 16 similar vehicles

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

Fitchburg, WI

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Fitchburg, WI

Fair PriceLimited · 12
$9,48161,259 mi

Market: $5,577 – $13,599

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Fitchburg, WI

2016 INFINITI QX60 Base

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

2016 INFINITI QX60 Base

Fitchburg, WI

UnscoredLimited · 14
$10,544124,479 mi

Comparison: 14 similar vehicles

Fitchburg, WI

2014 Lincoln MKX Base

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

2014 Lincoln MKX Base

Fitchburg, WI

Fair PriceModerate · 20
$10,774105,445 mi

Market: $6,891 – $14,990

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 162 days listed (based on current market benchmarks)

Fitchburg, WI

2014 Lexus CT Base

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

2014 Lexus CT Base

Fitchburg, WI

UnscoredInsufficient · 4
$12,495155,009 mi

Comparison: 4 similar vehicles

Fitchburg, WI

2002 Lexus SC 430

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

2002 Lexus SC 430

Fitchburg, WI

UnscoredLimited · 6
$12,521106,575 mi

Comparison: 6 similar vehicles

Fitchburg, WI

2016 Chrysler 300 Anniversary Package

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

2016 Chrysler 300 Anniversary Package

Fitchburg, WI

UnscoredInsufficient · 0
$13,528104,712 mi

Fitchburg, WI

2014 Acura RDX Technology Package

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

2014 Acura RDX Technology Package

Fitchburg, WI

Fair PriceModerate · 28
$13,97391,612 mi

Market: $6,220 – $19,340

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Fitchburg, WI

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Fitchburg, WI

Fair PriceModerate · 28
$14,467111,685 mi

Market: $3,999 – $26,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 505 days listed (based on current market benchmarks)

Fitchburg, WI

2005 Chevrolet Silverado 3500 Work

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

2005 Chevrolet Silverado 3500 Work

Fitchburg, WI

UnscoredInsufficient · 0
$15,78763,905 mi

Fitchburg, WI

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Fitchburg, WI

UnscoredInsufficient · 0
$16,41159,474 mi

Fitchburg, WI

2012 Mercedes-Benz Sprinter Van Base

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

2012 Mercedes-Benz Sprinter Van Base

Fitchburg, WI

UnscoredLimited · 5
$16,575116,074 mi

Comparison: 5 similar vehicles

Fitchburg, WI

2015 Chevrolet Silverado 2500HD Work Truck

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

2015 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

UnscoredLimited · 5
$16,871168,469 mi

Comparison: 5 similar vehicles

Fitchburg, WI

2020 BMW X3 30i

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

2020 BMW X3 30i

Fitchburg, WI

Fair PriceModerate · 36
$16,987110,466 mi

Market: $11,990 – $24,390

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Fitchburg, WI

2002 Ford F-450

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

2002 Ford F-450

Fitchburg, WI

UnscoredInsufficient · 0
$17,854153,315 mi

Fitchburg, WI

2012 Chevrolet Silverado 2500HD Work Truck

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

2012 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

UnscoredLimited · 9
$18,87193,471 mi

Comparison: 9 similar vehicles

Fitchburg, WI

2020 Acura MDX Advance Package

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

2020 Acura MDX Advance Package

Fitchburg, WI

UnscoredInsufficient · 0
$18,872124,426 mi

Fitchburg, WI

1994 Ford F-700

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

1994 Ford F-700

Fitchburg, WI

UnscoredInsufficient · 0
$18,87212,401 mi

Fitchburg, WI

2020 Chevrolet Express Cutaway Base

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

2020 Chevrolet Express Cutaway Base

Fitchburg, WI

UnscoredLimited · 8
$20,44181,469 mi

Comparison: 8 similar vehicles

Fitchburg, WI

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

Fitchburg, WI

UnscoredInsufficient · 3
$20,757128,300 mi

Comparison: 3 similar vehicles

Fitchburg, WI

2013 Ford F-250 Super Duty XLT

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

2013 Ford F-250 Super Duty XLT

Fitchburg, WI

UnscoredLimited · 9
$21,441111,768 mi

Comparison: 9 similar vehicles

Fitchburg, WI

2015 Chevrolet Silverado 2500HD Work Truck

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

2015 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

UnscoredLimited · 5
$21,87181,924 mi

Comparison: 5 similar vehicles

Fitchburg, WI

2018 BMW 6 Series Gran Coupe 640i

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

2018 BMW 6 Series Gran Coupe 640i

Fitchburg, WI

UnscoredInsufficient · 0
$22,87289,919 mi

Fitchburg, WI

2020 Chevrolet Silverado 2500HD Work Truck

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

2020 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

UnscoredLimited · 15
$23,384163,236 mi

Comparison: 15 similar vehicles

Fitchburg, WI

1996 Toyota Land Cruiser

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

1996 Toyota Land Cruiser

Fitchburg, WI

UnscoredInsufficient · 0
$29,783158,810 mi

Fitchburg, WI

2008 GMC Sierra 2500HD Work Truck

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

2008 GMC Sierra 2500HD Work Truck

Fitchburg, WI

UnscoredInsufficient · 0
$29,81035,106 mi

Fitchburg, WI

2023 Chevrolet Silverado 2500HD LT

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

2023 Chevrolet Silverado 2500HD LT

Fitchburg, WI

UnscoredInsufficient · 3
$32,844102,146 mi

Comparison: 3 similar vehicles

Fitchburg, WI

2025 Ford Transit Van Base

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

2025 Ford Transit Van Base

Fitchburg, WI

UnscoredLimited · 8
$32,97111,736 mi

Comparison: 8 similar vehicles

Fitchburg, WI

2023 Chevrolet Silverado 2500HD LT

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

2023 Chevrolet Silverado 2500HD LT

Fitchburg, WI

UnscoredInsufficient · 3
$33,971120,818 mi

Comparison: 3 similar vehicles

Fitchburg, WI

2023 Chevrolet Silverado 2500HD Work Truck

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

2023 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

Fair PriceLimited · 14
$35,32060,064 mi

Market: $24,774 – $49,367

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 317 days listed (based on current market benchmarks)

Fitchburg, WI

2023 GMC Savana Cutaway Work Van

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

2023 GMC Savana Cutaway Work Van

Fitchburg, WI

UnscoredInsufficient · 0
$35,41816,845 mi

Fitchburg, WI

2020 Chevrolet Silverado 2500HD Work Truck

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

2020 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

UnscoredInsufficient · 0
$35,82749,845 mi

Fitchburg, WI

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

Fitchburg, WI

Fair PriceRobust · 51
$36,26274,708 mi

Market: $27,962 – $45,313

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 339 days listed (based on current market benchmarks)

Fitchburg, WI

2023 Chevrolet Silverado 2500HD Work Truck

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

2023 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

UnscoredLimited · 5
$36,64047,138 mi

Comparison: 5 similar vehicles

Fitchburg, WI

2022 Chevrolet Silverado 2500HD Work Truck

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

2022 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

UnscoredInsufficient · 0
$40,5276,741 mi

Fitchburg, WI

2023 Chevrolet Silverado 2500HD Work Truck

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

2023 Chevrolet Silverado 2500HD Work Truck

Fitchburg, WI

UnscoredInsufficient · 0
$41,43119,615 mi

Fitchburg, WI

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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