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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 13, 2026

7.2M+

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

847 listings found

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Okemos, MI

Unscored
$1,895175,787 mi

Comparison: 12 similar vehicles

Okemos, MI

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Okemos, MI

Unscored
$2,500314,169 mi

Comparison: 10 similar vehicles

Okemos, MI

No Photo

2007 BMW 3 Series 328xi

Okemos, MI

UnscoredInsufficient · 4
$3,500227,060 mi

Comparison: 4 similar vehicles

Okemos, MI

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Okemos, MI

Unscored
$3,900164,426 mi

Comparison: 6 similar vehicles

Okemos, MI

2011 Mercedes-Benz GLK-Class GLK350

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

2011 Mercedes-Benz GLK-Class GLK350

Okemos, MI

UnscoredInsufficient · 3
$4,686171,076 mi

Comparison: 3 similar vehicles

Okemos, MI

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Okemos, MI

UnscoredInsufficient · 0
$4,686156,579 mi

Okemos, MI

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Okemos, MI

Unscored
$5,000144,883 mi

Comparison: 43 similar vehicles

Okemos, MI

No Photo

2013 Buick LaCrosse Premium 2

Okemos, MI

UnscoredInsufficient · 4
$5,000212,222 mi

Comparison: 4 similar vehicles

Okemos, MI

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Okemos, MI

Unscored
$5,299158,552 mi

Comparison: 13 similar vehicles

Okemos, MI

2011 BMW 5 Series 535i

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

2011 BMW 5 Series 535i

Okemos, MI

Unscored
$5,500164,957 mi

Comparison: 25 similar vehicles

Okemos, MI

2012 Mercedes-Benz M-Class ML350

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

2012 Mercedes-Benz M-Class ML350

Okemos, MI

Unscored
$5,647159,000 mi

Comparison: 6 similar vehicles

Okemos, MI

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Okemos, MI

UnscoredInsufficient · 4
$7,17267,630 mi

Comparison: 4 similar vehicles

Okemos, MI

2016 Chevrolet Equinox LTZ

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

2016 Chevrolet Equinox LTZ

Okemos, MI

Unscored
$7,500106,930 mi

Comparison: 8 similar vehicles

Okemos, MI

2019 Hyundai Veloster

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

2019 Hyundai Veloster

Okemos, MI

UnscoredInsufficient · 0
$7,543133,054 mi

Okemos, MI

2011 Mercedes-Benz M-Class ML350

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

2011 Mercedes-Benz M-Class ML350

Okemos, MI

Unscored
$7,670121,753 mi

Comparison: 12 similar vehicles

Okemos, MI

2017 Cadillac CTS Sedan Premium Luxury

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

2017 Cadillac CTS Sedan Premium Luxury

Okemos, MI

UnscoredInsufficient · 0
$8,000160,536 mi

Okemos, MI

2017 Ford Explorer Sport

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

2017 Ford Explorer Sport

Okemos, MI

Unscored
$8,700188,543 mi

Comparison: 6 similar vehicles

Okemos, MI

2016 Lincoln MKX Select

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

2016 Lincoln MKX Select

Okemos, MI

Unscored
$8,740141,351 mi

Comparison: 21 similar vehicles

Okemos, MI

2012 Mercedes-Benz M-Class ML350

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

2012 Mercedes-Benz M-Class ML350

Okemos, MI

Unscored
$9,363121,375 mi

Comparison: 6 similar vehicles

Okemos, MI

2017 Lincoln MKX Select

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

2017 Lincoln MKX Select

Okemos, MI

Unscored
$9,686122,823 mi

Comparison: 20 similar vehicles

Okemos, 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

Okemos, MI

Unscored
$9,720157,868 mi

Comparison: 12 similar vehicles

Okemos, MI

2015 Volvo S60 T5 Premier

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

2015 Volvo S60 T5 Premier

Okemos, MI

Fair PriceModerate · 34
$9,94185,829 mi

Market: $6,199 – $11,889

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Okemos, MI

No Photo

2012 Mazda CX-7 i Sport

Okemos, MI

UnscoredInsufficient · 0
$10,00091,346 mi

Okemos, MI

2017 BMW 3 Series 330i

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

2017 BMW 3 Series 330i

Okemos, MI

Fair PriceModerate · 28
$10,512119,210 mi

Market: $5,500 – $20,443

Comparison: 28 similar vehicles

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

Okemos, MI

2021 Chevrolet Equinox LT

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

2021 Chevrolet Equinox LT

Okemos, MI

Unscored
$10,778153,674 mi

Comparison: 16 similar vehicles

Okemos, MI

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Okemos, MI

Fair PriceModerate · 47
$10,87581,346 mi

Market: $6,900 – $16,780

Comparison: 47 similar vehicles

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

Okemos, MI

2019 Jeep Compass Altitude

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

2019 Jeep Compass Altitude

Okemos, MI

Unscored
$12,310119,215 mi

Comparison: 7 similar vehicles

Okemos, MI

2005 Lexus SC 430

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

2005 Lexus SC 430

Okemos, MI

UnscoredInsufficient · 0
$12,59386,816 mi

Okemos, MI

No Photo

2018 Dodge Durango GT

Okemos, MI

Unscored
$12,849142,000 mi

Comparison: 26 similar vehicles

Okemos, MI

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Okemos, MI

Fair PriceLimited · 17
$12,90982,739 mi

Market: $4,667 – $13,900

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Okemos, MI

2007 Lexus LX 470

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

2007 Lexus LX 470

Okemos, MI

UnscoredInsufficient · 0
$13,195225,278 mi

Okemos, MI

2021 Kia Forte GT-Line

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

2021 Kia Forte GT-Line

Okemos, MI

Unscored
$13,20084,576 mi

Comparison: 6 similar vehicles

Okemos, MI

2018 Jeep Cherokee Trailhawk Leather Plus

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

2018 Jeep Cherokee Trailhawk Leather Plus

Okemos, MI

UnscoredInsufficient · 4
$13,30082,119 mi

Comparison: 4 similar vehicles

Okemos, MI

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

Okemos, MI

Unscored
$13,670147,095 mi

Comparison: 13 similar vehicles

Okemos, MI

No Photo

2021 Toyota Corolla LE

Okemos, MI

Fair PriceLimited · 13
$13,948108,413 mi

Market: $13,311 – $16,809

Comparison: 13 similar vehicles

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

Okemos, MI

2019 Chevrolet Trax LT

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

2019 Chevrolet Trax LT

Okemos, MI

UnscoredInsufficient · 0
$13,98939,960 mi

Okemos, MI

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Okemos, MI

Fair PriceModerate · 26
$14,15477,630 mi

Market: $8,700 – $16,388

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Okemos, MI

2019 Jeep Compass Altitude

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

2019 Jeep Compass Altitude

Okemos, MI

Unscored
$14,21495,066 mi

Comparison: 7 similar vehicles

Okemos, MI

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Okemos, MI

Fair PriceRobust · 109
$14,309106,227 mi

Market: $11,600 – $19,980

Comparison: 109 similar vehicles

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

Okemos, MI

2019 Subaru Ascent Touring

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

2019 Subaru Ascent Touring

Okemos, MI

Unscored
$15,159113,775 mi

Comparison: 6 similar vehicles

Okemos, MI

2018 Honda Accord Sport

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

2018 Honda Accord Sport

Okemos, MI

Fair PriceRobust · 58
$15,481109,211 mi

Market: $11,820 – $24,185

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Okemos, 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

Okemos, MI

Fair PriceModerate · 40
$15,71498,276 mi

Market: $11,995 – $17,995

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Okemos, MI

2018 BMW X5 xDrive40e

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

2018 BMW X5 xDrive40e

Okemos, MI

UnscoredInsufficient · 4
$16,00074,455 mi

Comparison: 4 similar vehicles

Okemos, MI

2019 Mercedes-Benz A-Class A220

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

2019 Mercedes-Benz A-Class A220

Okemos, MI

Fair PriceLimited · 11
$16,19587,326 mi

Market: $14,878 – $19,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Okemos, MI

No Photo

2015 Chevrolet Suburban LT

Okemos, MI

Fair PriceRobust · 54
$16,229118,213 mi

Market: $4,314 – $18,995

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Okemos, MI

2016 Cadillac CT6 Platinum

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

2016 Cadillac CT6 Platinum

Okemos, MI

Unscored
$16,274131,847 mi

Comparison: 7 similar vehicles

Okemos, MI

2016 Acura MDX Technology Package

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

2016 Acura MDX Technology Package

Okemos, MI

Fair PriceModerate · 34
$16,48099,879 mi

Market: $7,995 – $18,998

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Okemos, MI

2019 Lincoln Nautilus Reserve

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

2019 Lincoln Nautilus Reserve

Okemos, MI

Fair PriceLimited · 17
$16,60078,076 mi

Market: $13,700 – $21,314

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Okemos, MI

2024 Kia Sportage LX

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

2024 Kia Sportage LX

Okemos, MI

Unscored
$16,92197,836 mi

Comparison: 20 similar vehicles

Okemos, MI

2024 Buick Encore GX Preferred

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

2024 Buick Encore GX Preferred

Okemos, MI

UnscoredInsufficient · 4
$17,02174,905 mi

Comparison: 4 similar vehicles

Okemos, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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