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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 9, 2026

7.3M+

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

358 listings found

2013 BMW X1 28i

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

2013 BMW X1 28i

Utica, MI

Unscored
$5,995124,452 mi

Comparison: 16 similar vehicles

Utica, MI

2010 Jaguar XF Premium

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

2010 Jaguar XF Premium

Utica, MI

UnscoredInsufficient · 0
$5,995150,731 mi

Utica, MI

2017 Buick Enclave Premium

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

2017 Buick Enclave Premium

Utica, MI

Unscored
$6,995170,000 mi

Comparison: 9 similar vehicles

Utica, MI

2014 BMW 3 Series 320i

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

2014 BMW 3 Series 320i

Utica, MI

Unscored
$6,995165,361 mi

Comparison: 10 similar vehicles

Utica, MI

2017 Chevrolet Traverse Premier

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

2017 Chevrolet Traverse Premier

Utica, MI

Unscored
$7,999135,450 mi

Comparison: 5 similar vehicles

Utica, MI

2011 Audi A8 Base

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

2011 Audi A8 Base

Utica, MI

UnscoredInsufficient · 0
$8,800105,259 mi

Utica, MI

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Utica, MI

Fair PriceLimited · 15
$8,99583,009 mi

Market: $3,500 – $10,200

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 158 days listed (based on current market benchmarks)

Utica, MI

2007 Mercedes-Benz CLS-Class CLS550

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

2007 Mercedes-Benz CLS-Class CLS550

Utica, MI

Salvage title
$8,99546,115 mi

Utica, MI

1998 Cadillac DeVille Base

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

1998 Cadillac DeVille Base

Utica, MI

UnscoredInsufficient · 0
$8,99551,527 mi

Utica, MI

2017 Mercedes-Benz GLC GLC300

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

2017 Mercedes-Benz GLC GLC300

Utica, MI

Unscored
$9,995159,375 mi

Comparison: 5 similar vehicles

Utica, MI

2012 BMW 5 Series 528i

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

2012 BMW 5 Series 528i

Utica, MI

UnscoredInsufficient · 4
$9,995106,225 mi

Comparison: 4 similar vehicles

Utica, MI

2010 Acura RDX Technology Package

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

2010 Acura RDX Technology Package

Utica, MI

UnscoredInsufficient · 0
$9,995109,294 mi

Utica, MI

2005 Chrysler Crossfire Limited

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

2005 Chrysler Crossfire Limited

Utica, MI

UnscoredInsufficient · 3
$9,99560,846 mi

Comparison: 3 similar vehicles

Utica, MI

2017 Mercedes-Benz GLC GLC300

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

2017 Mercedes-Benz GLC GLC300

Utica, MI

Unscored
$10,995165,000 mi

Comparison: 5 similar vehicles

Utica, MI

2016 Lincoln MKC Select

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

2016 Lincoln MKC Select

Utica, MI

Unscored
$10,995103,789 mi

Comparison: 5 similar vehicles

Utica, MI

2016 BMW 5 Series 535i

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

2016 BMW 5 Series 535i

Utica, MI

UnscoredInsufficient · 4
$10,995142,102 mi

Comparison: 4 similar vehicles

Utica, MI

2015 Audi Q3 Premium Plus

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

2015 Audi Q3 Premium Plus

Utica, MI

Unscored
$10,99578,897 mi

Comparison: 5 similar vehicles

Utica, MI

2015 Mercedes-Benz CLA-Class CLA250

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

2015 Mercedes-Benz CLA-Class CLA250

Utica, MI

UnscoredInsufficient · 3
$10,995120,794 mi

Comparison: 3 similar vehicles

Utica, MI

2013 Mercedes-Benz E-Class E350 Luxury

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

2013 Mercedes-Benz E-Class E350 Luxury

Utica, MI

UnscoredInsufficient · 4
$10,995120,376 mi

Comparison: 4 similar vehicles

Utica, MI

2018 Mercedes-Benz GLA-Class GLA250

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

2018 Mercedes-Benz GLA-Class GLA250

Utica, MI

Unscored
$11,995117,416 mi

Comparison: 8 similar vehicles

Utica, MI

2014 BMW 3 Series 328d

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

2014 BMW 3 Series 328d

Utica, MI

UnscoredInsufficient · 0
$11,995116,528 mi

Utica, MI

2014 Mercedes-Benz E-Class E350 Sport

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

2014 Mercedes-Benz E-Class E350 Sport

Utica, MI

Unscored
$11,995131,536 mi

Comparison: 7 similar vehicles

Utica, MI

2010 BMW 3 Series 335i

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

2010 BMW 3 Series 335i

Utica, MI

UnscoredInsufficient · 0
$11,99580,355 mi

Utica, MI

2019 Cadillac XT4 Premium Luxury

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

2019 Cadillac XT4 Premium Luxury

Utica, MI

Unscored
$12,995115,075 mi

Comparison: 9 similar vehicles

Utica, MI

2016 BMW X3 xDrive28i

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

2016 BMW X3 xDrive28i

Utica, MI

UnscoredInsufficient · 3
$12,995108,481 mi

Comparison: 3 similar vehicles

Utica, MI

2020 Chevrolet Traverse 1LT

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

2020 Chevrolet Traverse 1LT

Utica, MI

Fair PriceRobust · 71
$13,995113,261 mi

Market: $7,995 – $20,275

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Utica, MI

2019 Jeep Grand Cherokee Limited

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

2019 Jeep Grand Cherokee Limited

Utica, MI

Unscored
$13,995126,700 mi

Comparison: 59 similar vehicles

Utica, MI

2013 BMW 7 Series 750i

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

2013 BMW 7 Series 750i

Utica, MI

UnscoredInsufficient · 4
$13,99576,894 mi

Comparison: 4 similar vehicles

Utica, MI

2013 Mercedes-Benz S-Class S550

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

2013 Mercedes-Benz S-Class S550

Utica, MI

Fair PriceLimited · 10
$13,99585,454 mi

Market: $10,233 – $14,898

Comparison: 10 similar vehicles

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

Utica, MI

2018 Audi Q5 Premium Plus

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

2018 Audi Q5 Premium Plus

Utica, MI

Fair PriceLimited · 18
$14,99593,964 mi

Market: $11,813 – $16,298

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Utica, MI

2016 Cadillac CTS Sedan Luxury Collection

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

2016 Cadillac CTS Sedan Luxury Collection

Utica, MI

Unscored
$14,99575,888 mi

Comparison: 8 similar vehicles

Utica, MI

2015 Mazda MX-5 Miata Sport

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

2015 Mazda MX-5 Miata Sport

Utica, MI

UnscoredInsufficient · 0
$14,99556,279 mi

Utica, MI

2014 Maserati Quattroporte S

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

2014 Maserati Quattroporte S

Utica, MI

UnscoredInsufficient · 0
$14,99563,914 mi

Utica, MI

2017 Mercedes-Benz GLE-Class GLE350

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

2017 Mercedes-Benz GLE-Class GLE350

Utica, MI

Unscored
$15,99599,951 mi

Comparison: 7 similar vehicles

Utica, MI

2019 BMW 5 Series 530i

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

2019 BMW 5 Series 530i

Utica, MI

Fair PriceLimited · 19
$16,99595,048 mi

Market: $15,895 – $27,275

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Utica, MI

2018 BMW 4 Series 430i

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

2018 BMW 4 Series 430i

Utica, MI

Unscored
$16,99585,932 mi

Comparison: 7 similar vehicles

Utica, MI

2016 Land Rover LR4 HSE

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

2016 Land Rover LR4 HSE

Utica, MI

Unscored
$16,99568,155 mi

Comparison: 8 similar vehicles

Utica, MI

2017 Lexus GS 350

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

2017 Lexus GS 350

Utica, MI

UnscoredInsufficient · 0
$17,995145,869 mi

Utica, MI

2021 BMW X3 30i

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

2021 BMW X3 30i

Utica, MI

Unscored
$18,99598,243 mi

Comparison: 8 similar vehicles

Utica, MI

2020 Jeep Grand Cherokee Altitude

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

2020 Jeep Grand Cherokee Altitude

Utica, MI

Fair PriceModerate · 35
$18,99593,399 mi

Market: $12,000 – $20,875

Comparison: 35 similar vehicles

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

Utica, MI

2019 BMW 5 Series 540i

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

2019 BMW 5 Series 540i

Utica, MI

UnscoredInsufficient · 4
$18,995100,886 mi

Comparison: 4 similar vehicles

Utica, MI

2006 BMW M M3

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

2006 BMW M M3

Utica, MI

UnscoredInsufficient · 0
$18,995103,086 mi

Utica, MI

2020 GMC Terrain Denali

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

2020 GMC Terrain Denali

Utica, MI

Fair PriceLimited · 19
$19,99596,320 mi

Market: $12,995 – $20,002

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Utica, MI

2019 BMW X6 35i

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

2019 BMW X6 35i

Utica, MI

UnscoredInsufficient · 4
$19,995119,454 mi

Comparison: 4 similar vehicles

Utica, MI

2018 BMW 7 Series 750i

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

2018 BMW 7 Series 750i

Utica, MI

Unscored
$19,995111,532 mi

Comparison: 5 similar vehicles

Utica, MI

2015 BMW 7 Series 750Li

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

2015 BMW 7 Series 750Li

Utica, MI

Unscored
$19,99575,164 mi

Comparison: 7 similar vehicles

Utica, MI

2022 Jeep Compass High Altitude

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

2022 Jeep Compass High Altitude

Utica, MI

UnscoredInsufficient · 0
$20,99554,550 mi

Utica, MI

2019 BMW 3 Series 330i

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

2019 BMW 3 Series 330i

Utica, MI

Fair PriceLimited · 13
$21,99570,748 mi

Market: $16,700 – $23,828

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Utica, MI

2015 GMC Sierra 3500 Work Truck

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

2015 GMC Sierra 3500 Work Truck

Utica, MI

UnscoredInsufficient · 0
$21,99598,817 mi

Utica, MI

2021 Lexus NX 300

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

2021 Lexus NX 300

Utica, MI

UnscoredInsufficient · 4
$22,042101,962 mi

Comparison: 4 similar vehicles

Utica, MI

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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