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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

173 listings found

2014 Chevrolet Suburban LTZ

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

2014 Chevrolet Suburban LTZ

Ottawa, OH

Unscored
$5,397235,786 mi

Comparison: 5 similar vehicles

Ottawa, OH

2014 Chevrolet Captiva Sport LT

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

2014 Chevrolet Captiva Sport LT

Ottawa, OH

Unscored
$5,397190,616 mi

Comparison: 37 similar vehicles

Ottawa, OH

2013 Ford Focus SE

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

2013 Ford Focus SE

Ottawa, OH

Unscored
$5,495174,932 mi

Comparison: 131 similar vehicles

Ottawa, OH

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Ottawa, OH

Unscored
$7,995128,482 mi

Comparison: 14 similar vehicles

Ottawa, OH

2014 Ford Flex SEL

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

2014 Ford Flex SEL

Ottawa, OH

Unscored
$8,995151,841 mi

Comparison: 62 similar vehicles

Ottawa, OH

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

Ottawa, OH

OverpricedModerate · 23
$8,995111,835 mi

Market: $1,500 – $7,062

Comparison: 23 similar vehicles

Priced ~27% above the typical market range for similar vehicles (based on current market benchmarks)

Ottawa, OH

1984 Chevrolet Corvette

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

1984 Chevrolet Corvette

Ottawa, OH

UnscoredInsufficient · 0
$8,99567,824 mi

Ottawa, OH

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

Ottawa, OH

Unscored
$9,397234,509 mi

Comparison: 21 similar vehicles

Ottawa, OH

2019 Chevrolet Cruze LT

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

2019 Chevrolet Cruze LT

Ottawa, OH

Unscored
$9,995150,376 mi

Comparison: 82 similar vehicles

Ottawa, OH

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Ottawa, OH

UnscoredInsufficient · 4
$9,995169,881 mi

Comparison: 4 similar vehicles

Ottawa, OH

2016 Toyota Corolla S Plus

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

2016 Toyota Corolla S Plus

Ottawa, OH

Unscored
$9,995174,111 mi

Comparison: 43 similar vehicles

Ottawa, OH

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Ottawa, OH

Unscored
$9,995135,799 mi

Comparison: 55 similar vehicles

Ottawa, OH

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Ottawa, OH

UnscoredInsufficient · 4
$10,995135,739 mi

Comparison: 4 similar vehicles

Ottawa, OH

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Ottawa, OH

Unscored
$10,995170,763 mi

Comparison: 28 similar vehicles

Ottawa, OH

2018 Hyundai Sonata SEL

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

2018 Hyundai Sonata SEL

Ottawa, OH

Unscored
$10,995137,633 mi

Comparison: 112 similar vehicles

Ottawa, OH

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Ottawa, OH

Fair PriceRobust · 67
$10,995100,524 mi

Market: $3,995 – $17,500

Comparison: 67 similar vehicles

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

Ottawa, OH

2017 Buick Regal Sport Touring

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

2017 Buick Regal Sport Touring

Ottawa, OH

Unscored
$10,995128,836 mi

Comparison: 19 similar vehicles

Ottawa, OH

2015 Lincoln MKZ Base

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

2015 Lincoln MKZ Base

Ottawa, OH

Unscored
$10,995130,618 mi

Comparison: 42 similar vehicles

Ottawa, OH

2009 GMC Sierra 1500 SLE

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

2009 GMC Sierra 1500 SLE

Ottawa, OH

UnscoredInsufficient · 3
$10,995214,698 mi

Comparison: 3 similar vehicles

Ottawa, OH

2015 Chevrolet Colorado Work Truck

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

2015 Chevrolet Colorado Work Truck

Ottawa, OH

Unscored
$11,187120,596 mi

Comparison: 29 similar vehicles

Ottawa, OH

2017 Jeep Cherokee Limited

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

2017 Jeep Cherokee Limited

Ottawa, OH

UnscoredInsufficient · 3
$11,375108,802 mi

Comparison: 3 similar vehicles

Ottawa, OH

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

Ottawa, OH

UnscoredInsufficient · 4
$11,875176,713 mi

Comparison: 4 similar vehicles

Ottawa, OH

2016 BMW 3 Series 328i

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

2016 BMW 3 Series 328i

Ottawa, OH

Fair PriceModerate · 41
$11,99584,958 mi

Market: $5,500 – $20,998

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 124 days listed (based on current market benchmarks)

Ottawa, OH

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Ottawa, OH

Fair PriceRobust · 132
$11,99562,175 mi

Market: $2,100 – $15,995

Comparison: 132 similar vehicles

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

Ottawa, OH

2013 Chrysler 300 C

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

2013 Chrysler 300 C

Ottawa, OH

Fair PriceLimited · 11
$11,995118,870 mi

Market: $6,180 – $14,988

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Ottawa, OH

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Ottawa, OH

Fair PriceRobust · 68
$12,27576,459 mi

Market: $4,995 – $18,588

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Ottawa, OH

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Ottawa, OH

Unscored
$12,397179,569 mi

Comparison: 25 similar vehicles

Ottawa, OH

2018 Chevrolet Equinox Premier

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

2018 Chevrolet Equinox Premier

Ottawa, OH

Unscored
$12,995129,955 mi

Comparison: 8 similar vehicles

Ottawa, OH

2018 Nissan Armada SL

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

2018 Nissan Armada SL

Ottawa, OH

Unscored
$12,995192,578 mi

Comparison: 5 similar vehicles

Ottawa, OH

2017 Chrysler Pacifica Touring-L

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

2017 Chrysler Pacifica Touring-L

Ottawa, OH

Unscored
$12,995120,216 mi

Comparison: 11 similar vehicles

Ottawa, OH

2017 Buick Envision Essence

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

2017 Buick Envision Essence

Ottawa, OH

Unscored
$12,995131,950 mi

Comparison: 10 similar vehicles

Ottawa, OH

2016 Chevrolet Impala 2LZ

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

2016 Chevrolet Impala 2LZ

Ottawa, OH

Unscored
$12,995138,918 mi

Comparison: 33 similar vehicles

Ottawa, OH

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Ottawa, OH

UnscoredInsufficient · 4
$13,361146,825 mi

Comparison: 4 similar vehicles

Ottawa, OH

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Ottawa, OH

Unscored
$13,375167,314 mi

Comparison: 6 similar vehicles

Ottawa, OH

2019 Ford Edge Titanium

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

2019 Ford Edge Titanium

Ottawa, OH

Unscored
$13,99595,169 mi

Comparison: 5 similar vehicles

Ottawa, OH

2017 Ford Explorer Limited

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

2017 Ford Explorer Limited

Ottawa, OH

Unscored
$13,995152,545 mi

Comparison: 107 similar vehicles

Ottawa, OH

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

Ottawa, OH

Fair PriceRobust · 254
$13,99591,085 mi

Market: $2,995 – $20,999

Comparison: 254 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Ottawa, OH

2022 Chevrolet Malibu RS

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

2022 Chevrolet Malibu RS

Ottawa, OH

Unscored
$14,57592,535 mi

Comparison: 33 similar vehicles

Ottawa, OH

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Ottawa, OH

Unscored
$14,575107,169 mi

Comparison: 5 similar vehicles

Ottawa, OH

2020 Chevrolet Traverse 1LT

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

2020 Chevrolet Traverse 1LT

Ottawa, OH

Unscored
$14,995133,689 mi

Comparison: 5 similar vehicles

Ottawa, OH

2019 GMC Acadia SLE-2

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

2019 GMC Acadia SLE-2

Ottawa, OH

Fair PriceLimited · 12
$14,995104,091 mi

Market: $12,050 – $16,424

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Ottawa, OH

2019 Buick Enclave Essence

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

2019 Buick Enclave Essence

Ottawa, OH

UnscoredInsufficient · 4
$15,07591,402 mi

Comparison: 4 similar vehicles

Ottawa, OH

2019 GMC Acadia SLT-1

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

2019 GMC Acadia SLT-1

Ottawa, OH

Fair PriceLimited · 18
$15,107113,424 mi

Market: $14,112 – $19,326

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Ottawa, OH

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Ottawa, OH

Fair PriceModerate · 26
$15,37172,694 mi

Market: $14,500 – $24,213

Comparison: 26 similar vehicles

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

Ottawa, OH

2022 Volkswagen Jetta SEL

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

2022 Volkswagen Jetta SEL

Ottawa, OH

UnscoredInsufficient · 0
$15,995100,585 mi

Ottawa, OH

2020 Kia Soul X-Line

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

2020 Kia Soul X-Line

Ottawa, OH

UnscoredInsufficient · 3
$15,99556,701 mi

Comparison: 3 similar vehicles

Ottawa, OH

2020 Jeep Renegade Limited

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

2020 Jeep Renegade Limited

Ottawa, OH

OverpricedLimited · 10
$15,99560,694 mi

Market: $13,303 – $15,679

Comparison: 10 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Ottawa, OH

2018 Dodge Durango GT

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

2018 Dodge Durango GT

Ottawa, OH

Unscored
$15,995148,014 mi

Comparison: 6 similar vehicles

Ottawa, OH

2016 Honda Pilot EX-L

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

2016 Honda Pilot EX-L

Ottawa, OH

Unscored
$15,995127,973 mi

Comparison: 217 similar vehicles

Ottawa, OH

2016 Honda Pilot EX-L

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

2016 Honda Pilot EX-L

Ottawa, OH

Unscored
$15,995134,702 mi

Comparison: 217 similar vehicles

Ottawa, OH

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.
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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