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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

32 listings found

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Valparaiso, NE

UnscoredInsufficient · 4
$5,600128,785 mi

Comparison: 4 similar vehicles

Valparaiso, NE

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Valparaiso, NE

UnscoredLimited · 13
$6,200129,378 mi

Comparison: 13 similar vehicles

Valparaiso, NE

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Valparaiso, NE

UnscoredLimited · 9
$6,35095,296 mi

Comparison: 9 similar vehicles

Valparaiso, NE

2010 Lincoln MKZ Base

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

2010 Lincoln MKZ Base

Valparaiso, NE

UnscoredInsufficient · 4
$6,400100,625 mi

Comparison: 4 similar vehicles

Valparaiso, NE

2016 Chevrolet Trax LT

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

2016 Chevrolet Trax LT

Valparaiso, NE

Fair PriceLimited · 11
$6,80086,274 mi

Market: $5,999 – $11,950

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Valparaiso, NE

2012 Cadillac SRX Luxury Collection

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

2012 Cadillac SRX Luxury Collection

Valparaiso, NE

UnscoredInsufficient · 4
$6,800105,093 mi

Comparison: 4 similar vehicles

Valparaiso, NE

2013 Cadillac XTS Luxury Collection

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

2013 Cadillac XTS Luxury Collection

Valparaiso, NE

UnscoredInsufficient · 0
$7,80074,202 mi

Valparaiso, NE

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Valparaiso, NE

UnscoredLimited · 10
$7,800125,044 mi

Comparison: 10 similar vehicles

Valparaiso, NE

2017 GMC Terrain SLE-1

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

2017 GMC Terrain SLE-1

Valparaiso, NE

Fair PriceLimited · 17
$8,55077,354 mi

Market: $7,495 – $12,791

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Valparaiso, NE

2012 Acura MDX Technology Package

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

2012 Acura MDX Technology Package

Valparaiso, NE

UnscoredInsufficient · 0
$8,70093,439 mi

Valparaiso, NE

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Valparaiso, NE

UnscoredRobust · 59
$9,000123,766 mi

Comparison: 59 similar vehicles

Valparaiso, NE

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Valparaiso, NE

UnscoredLimited · 7
$9,200108,494 mi

Comparison: 7 similar vehicles

Valparaiso, NE

2014 Audi Q7 S line Prestige

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

2014 Audi Q7 S line Prestige

Valparaiso, NE

UnscoredInsufficient · 0
$9,400127,812 mi

Valparaiso, NE

2018 Subaru Legacy Limited

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

2018 Subaru Legacy Limited

Valparaiso, NE

UnscoredInsufficient · 0
$10,60061,904 mi

Valparaiso, NE

2022 Kia Soul LX

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

2022 Kia Soul LX

Valparaiso, NE

UnscoredLimited · 5
$10,65049,648 mi

Comparison: 5 similar vehicles

Valparaiso, NE

2017 Volkswagen Tiguan Limited Base

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

2017 Volkswagen Tiguan Limited Base

Valparaiso, NE

UnscoredInsufficient · 0
$10,85038,076 mi

Valparaiso, NE

2014 Buick LaCrosse Premium

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

2014 Buick LaCrosse Premium

Valparaiso, NE

UnscoredInsufficient · 0
$12,60084,447 mi

Valparaiso, NE

2012 INFINITI G Convertible

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

2012 INFINITI G Convertible

Valparaiso, NE

UnscoredInsufficient · 0
$13,70027,408 mi

Valparaiso, NE

2020 Jeep Cherokee Limited

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

2020 Jeep Cherokee Limited

Valparaiso, NE

Fair PriceRobust · 73
$14,20082,467 mi

Market: $8,850 – $20,950

Comparison: 73 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Valparaiso, NE

2016 Land Rover Range Rover Evoque HSE

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

2016 Land Rover Range Rover Evoque HSE

Valparaiso, NE

UnscoredInsufficient · 0
$16,00064,439 mi

Valparaiso, NE

2018 Cadillac CT6 Base

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

2018 Cadillac CT6 Base

Valparaiso, NE

UnscoredInsufficient · 0
$16,20077,400 mi

Valparaiso, NE

2022 Nissan Altima S

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

2022 Nissan Altima S

Valparaiso, NE

UnscoredInsufficient · 0
$16,85016,279 mi

Valparaiso, NE

2019 Honda Pilot EX-L

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

2019 Honda Pilot EX-L

Valparaiso, NE

Fair PriceModerate · 48
$16,950116,755 mi

Market: $15,800 – $26,353

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Valparaiso, NE

2020 Honda Accord Sport

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

2020 Honda Accord Sport

Valparaiso, NE

Fair PriceLimited · 13
$16,99978,756 mi

Market: $16,850 – $23,900

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Valparaiso, NE

2020 Subaru Ascent Premium

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

2020 Subaru Ascent Premium

Valparaiso, NE

Fair PriceLimited · 12
$18,50061,129 mi

Market: $12,500 – $22,751

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Valparaiso, NE

2022 Chrysler Pacifica Touring L

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

2022 Chrysler Pacifica Touring L

Valparaiso, NE

Fair PriceLimited · 12
$18,95065,513 mi

Market: $18,237 – $23,225

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Valparaiso, NE

2021 Chevrolet Silverado 1500 Work Truck

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

2021 Chevrolet Silverado 1500 Work Truck

Valparaiso, NE

UnscoredInsufficient · 4
$19,400111,481 mi

Comparison: 4 similar vehicles

Valparaiso, NE

2016 Chevrolet Tahoe LT

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

2016 Chevrolet Tahoe LT

Valparaiso, NE

UnscoredInsufficient · 4
$21,60084,507 mi

Comparison: 4 similar vehicles

Valparaiso, NE

2023 Honda Ridgeline RTL

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

2023 Honda Ridgeline RTL

Valparaiso, NE

UnscoredInsufficient · 4
$23,80053,737 mi

Comparison: 4 similar vehicles

Valparaiso, NE

2020 GMC Sierra 1500 SLT

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

2020 GMC Sierra 1500 SLT

Valparaiso, NE

Fair PriceModerate · 37
$26,800100,230 mi

Market: $27,498 – $35,995

Comparison: 37 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 49 days listed (based on current market benchmarks)

Valparaiso, NE

2020 Toyota 4Runner Limited

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

2020 Toyota 4Runner Limited

Valparaiso, NE

UnscoredInsufficient · 0
$29,95042,856 mi

Valparaiso, NE

2023 Chevrolet Silverado 2500HD High Country

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

2023 Chevrolet Silverado 2500HD High Country

Valparaiso, NE

Fair PriceRobust · 52
$53,80062,430 mi

Market: $47,995 – $60,687

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Valparaiso, 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. 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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