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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 7, 2026

7.1M+

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

1,016 listings found

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Lowell, MI

Unscored
$3,000149,494 mi

Comparison: 47 similar vehicles

Lowell, MI

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Lowell, MI

Fair PriceLimited · 19
$4,399103,671 mi

Market: $1,980 – $7,000

Comparison: 19 similar vehicles

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

Lowell, MI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Lowell, MI

Unscored
$4,812196,469 mi

Comparison: 6 similar vehicles

Lowell, MI

2015 Chevrolet Traverse LTZ

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

2015 Chevrolet Traverse LTZ

Lowell, MI

Unscored
$5,553149,877 mi

Comparison: 5 similar vehicles

Lowell, MI

2014 Honda CR-V LX

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

2014 Honda CR-V LX

Lowell, MI

Unscored
$6,750204,638 mi

Comparison: 6 similar vehicles

Lowell, MI

2012 RAM 1500 Pickup Tradesman

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

2012 RAM 1500 Pickup Tradesman

Lowell, MI

UnscoredInsufficient · 0
$6,979194,964 mi

Lowell, MI

2010 Ford F-150 FX4

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

2010 Ford F-150 FX4

Lowell, MI

Salvage title
$6,988197,772 mi

Lowell, MI

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

Lowell, MI

UnscoredInsufficient · 4
$6,989297,284 mi

Comparison: 4 similar vehicles

Lowell, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Lowell, MI

Unscored
$6,994118,111 mi

Comparison: 7 similar vehicles

Lowell, MI

2004 Jaguar S-Type V8

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

2004 Jaguar S-Type V8

Lowell, MI

UnscoredInsufficient · 0
$7,999113,845 mi

Lowell, MI

2016 Kia Optima LX

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

2016 Kia Optima LX

Lowell, MI

Unscored
$8,000112,055 mi

Comparison: 5 similar vehicles

Lowell, MI

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Lowell, MI

Unscored
$8,479126,139 mi

Comparison: 42 similar vehicles

Lowell, MI

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

Lowell, MI

Unscored
$8,507139,592 mi

Comparison: 83 similar vehicles

Lowell, MI

2011 Honda CR-V EX-L

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

2011 Honda CR-V EX-L

Lowell, MI

UnscoredInsufficient · 3
$8,750163,228 mi

Comparison: 3 similar vehicles

Lowell, MI

2006 Honda CR-V SE

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

2006 Honda CR-V SE

Lowell, MI

UnscoredInsufficient · 4
$8,90088,525 mi

Comparison: 4 similar vehicles

Lowell, MI

2012 Toyota RAV4 Base

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

2012 Toyota RAV4 Base

Lowell, MI

Unscored
$8,950162,124 mi

Comparison: 26 similar vehicles

Lowell, MI

2011 Lexus RX 350

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

2011 Lexus RX 350

Lowell, MI

Unscored
$8,950171,789 mi

Comparison: 13 similar vehicles

Lowell, MI

2013 Jeep Grand Cherokee Laredo

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

2013 Jeep Grand Cherokee Laredo

Lowell, MI

Unscored
$9,35291,714 mi

Comparison: 6 similar vehicles

Lowell, MI

2015 Toyota RAV4 XLE

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

2015 Toyota RAV4 XLE

Lowell, MI

Unscored
$9,450173,308 mi

Comparison: 15 similar vehicles

Lowell, MI

2019 Kia Sportage LX

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

2019 Kia Sportage LX

Lowell, MI

Unscored
$9,500138,950 mi

Comparison: 21 similar vehicles

Lowell, MI

2014 Honda Pilot EX-L

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

2014 Honda Pilot EX-L

Lowell, MI

Unscored
$10,500147,325 mi

Comparison: 31 similar vehicles

Lowell, MI

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Lowell, MI

Unscored
$10,535139,333 mi

Comparison: 32 similar vehicles

Lowell, MI

2013 Toyota RAV4 LE

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

2013 Toyota RAV4 LE

Lowell, MI

Unscored
$10,950128,182 mi

Comparison: 18 similar vehicles

Lowell, MI

2015 Jeep Cherokee Sport

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

2015 Jeep Cherokee Sport

Lowell, MI

UnscoredInsufficient · 3
$10,99575,570 mi

Comparison: 3 similar vehicles

Lowell, MI

2013 Honda CR-V EX-L

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

2013 Honda CR-V EX-L

Lowell, MI

Unscored
$11,950143,488 mi

Comparison: 10 similar vehicles

Lowell, MI

2017 Jeep Cherokee North

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

2017 Jeep Cherokee North

Lowell, MI

Fair PriceLimited · 17
$11,99590,781 mi

Market: $8,128 – $14,180

Comparison: 17 similar vehicles

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

Lowell, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Lowell, MI

Great DealLimited · 17
$11,99556,231 mi

Market: $12,995 – $13,309

Comparison: 17 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 10 days listed (based on current market benchmarks)

Lowell, MI

2015 Nissan Rogue SL

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

2015 Nissan Rogue SL

Lowell, MI

Unscored
$11,99578,873 mi

Comparison: 5 similar vehicles

Lowell, MI

2014 Nissan Rogue SL

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

2014 Nissan Rogue SL

Lowell, MI

OverpricedModerate · 22
$11,99576,633 mi

Market: $5,300 – $10,926

Comparison: 22 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Lowell, MI

2018 GMC Terrain SLE

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

2018 GMC Terrain SLE

Lowell, MI

Unscored
$11,996127,774 mi

Comparison: 10 similar vehicles

Lowell, MI

2014 Honda CR-V LX

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

2014 Honda CR-V LX

Lowell, MI

Unscored
$12,250122,068 mi

Comparison: 6 similar vehicles

Lowell, MI

2018 Buick Enclave Essence

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

2018 Buick Enclave Essence

Lowell, MI

Unscored
$12,252170,679 mi

Comparison: 5 similar vehicles

Lowell, MI

2017 Ford Edge SEL

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

2017 Ford Edge SEL

Lowell, MI

Unscored
$12,28897,790 mi

Comparison: 9 similar vehicles

Lowell, MI

2019 Kia Sportage LX

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

2019 Kia Sportage LX

Lowell, MI

Unscored
$12,50091,158 mi

Comparison: 6 similar vehicles

Lowell, MI

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Lowell, MI

Unscored
$12,979120,641 mi

Comparison: 8 similar vehicles

Lowell, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Lowell, MI

Fair PriceModerate · 26
$12,99562,870 mi

Market: $3,995 – $14,595

Comparison: 26 similar vehicles

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

Lowell, MI

2011 Jeep Wrangler Unlimited Sahara

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

2011 Jeep Wrangler Unlimited Sahara

Lowell, MI

UnscoredInsufficient · 4
$13,599108,829 mi

Comparison: 4 similar vehicles

Lowell, MI

2018 Jeep Compass Sport

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

2018 Jeep Compass Sport

Lowell, MI

Unscored
$13,80066,563 mi

Comparison: 6 similar vehicles

Lowell, MI

2017 Honda Civic EX-L

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

2017 Honda Civic EX-L

Lowell, MI

Unscored
$13,900140,146 mi

Comparison: 7 similar vehicles

Lowell, MI

2019 Nissan Rogue S

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

2019 Nissan Rogue S

Lowell, MI

Unscored
$13,99584,153 mi

Comparison: 8 similar vehicles

Lowell, MI

2016 Nissan Murano SV

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

2016 Nissan Murano SV

Lowell, MI

UnscoredInsufficient · 0
$13,99562,006 mi

Lowell, MI

2015 Chevrolet Silverado 1500 LTZ

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

2015 Chevrolet Silverado 1500 LTZ

Lowell, MI

Unscored
$13,995115,324 mi

Comparison: 6 similar vehicles

Lowell, MI

2019 Jeep Compass Limited

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

2019 Jeep Compass Limited

Lowell, MI

Fair PriceLimited · 15
$14,39096,454 mi

Market: $12,500 – $19,240

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Lowell, MI

2019 Nissan Rogue SV

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

2019 Nissan Rogue SV

Lowell, MI

Fair PriceModerate · 26
$14,40084,410 mi

Market: $9,000 – $17,990

Comparison: 26 similar vehicles

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

Lowell, MI

2018 Ford Explorer Platinum

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

2018 Ford Explorer Platinum

Lowell, MI

UnscoredInsufficient · 3
$14,500137,984 mi

Comparison: 3 similar vehicles

Lowell, MI

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Lowell, MI

Unscored
$14,503147,422 mi

Comparison: 27 similar vehicles

Lowell, MI

2017 Jeep Grand Cherokee Limited

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

2017 Jeep Grand Cherokee Limited

Lowell, MI

Fair PriceLimited · 13
$14,567102,157 mi

Market: $8,800 – $20,833

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Lowell, MI

2015 Ford Edge Sport

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

2015 Ford Edge Sport

Lowell, MI

Fair PriceModerate · 28
$14,78960,223 mi

Market: $6,275 – $16,995

Comparison: 28 similar vehicles

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

Lowell, MI

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Lowell, MI

Fair PriceRobust · 54
$14,87987,148 mi

Market: $12,980 – $20,735

Comparison: 54 similar vehicles

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

Lowell, MI

2021 Nissan Versa Sedan SV

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

2021 Nissan Versa Sedan SV

Lowell, MI

UnscoredInsufficient · 0
$14,91349,751 mi

Lowell, 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 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 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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