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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 2, 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

987 listings found

2004 Mercury Grand Marquis LS

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

2004 Mercury Grand Marquis LS

Ashtabula, OH

UnscoredInsufficient · 0
$1,995213,000 mi

Ashtabula, OH

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Ashtabula, OH

Unscored
$2,898209,094 mi

Comparison: 12 similar vehicles

Ashtabula, OH

2012 Chrysler 200 Limited

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

2012 Chrysler 200 Limited

Ashtabula, OH

Unscored
$2,995165,621 mi

Comparison: 13 similar vehicles

Ashtabula, OH

2006 Saturn ION 3

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

2006 Saturn ION 3

Ashtabula, OH

Salvage title
$3,39882,176 mi

Ashtabula, OH

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Ashtabula, OH

Unscored
$3,495174,180 mi

Comparison: 40 similar vehicles

Ashtabula, OH

2011 Dodge Durango Crew

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

2011 Dodge Durango Crew

Ashtabula, OH

Unscored
$3,750163,756 mi

Comparison: 14 similar vehicles

Ashtabula, OH

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Ashtabula, OH

UnscoredInsufficient · 4
$3,75098,511 mi

Comparison: 4 similar vehicles

Ashtabula, OH

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Ashtabula, OH

Unscored
$3,898267,830 mi

Comparison: 12 similar vehicles

Ashtabula, OH

2001 Cadillac DeVille Base

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

2001 Cadillac DeVille Base

Ashtabula, OH

UnscoredInsufficient · 0
$3,900116,195 mi

Ashtabula, OH

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Ashtabula, OH

Unscored
$3,995159,368 mi

Comparison: 22 similar vehicles

Ashtabula, OH

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Ashtabula, OH

Fair PriceLimited · 12
$3,995104,264 mi

Market: $2,995 – $7,995

Comparison: 12 similar vehicles

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

Ashtabula, OH

2015 Chevrolet Tahoe LS

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

2015 Chevrolet Tahoe LS

Ashtabula, OH

Unscored
$4,000295,800 mi

Comparison: 17 similar vehicles

Ashtabula, OH

2014 Ford Escape SE

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

2014 Ford Escape SE

Ashtabula, OH

UnscoredInsufficient · 4
$4,795185,656 mi

Comparison: 4 similar vehicles

Ashtabula, OH

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Ashtabula, OH

Fair PriceLimited · 15
$4,995109,540 mi

Market: $2,400 – $9,990

Comparison: 15 similar vehicles

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

Ashtabula, OH

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

Ashtabula, OH

Unscored
$4,995156,434 mi

Comparison: 26 similar vehicles

Ashtabula, OH

2008 GMC Savana Cargo Base

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

2008 GMC Savana Cargo Base

Ashtabula, OH

Unscored
$4,995244,000 mi

Comparison: 7 similar vehicles

Ashtabula, OH

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Ashtabula, OH

Unscored
$4,995154,741 mi

Comparison: 14 similar vehicles

Ashtabula, OH

2017 Ford Escape SE

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

2017 Ford Escape SE

Ashtabula, OH

Unscored
$5,350160,292 mi

Comparison: 17 similar vehicles

Ashtabula, OH

2016 Dodge Grand Caravan SXT

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

2016 Dodge Grand Caravan SXT

Ashtabula, OH

Unscored
$5,450168,699 mi

Comparison: 47 similar vehicles

Ashtabula, OH

2012 Chevrolet Tahoe Fleet

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

2012 Chevrolet Tahoe Fleet

Ashtabula, OH

UnscoredInsufficient · 0
$5,450184,192 mi

Ashtabula, OH

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

Ashtabula, OH

Unscored
$5,495138,677 mi

Comparison: 30 similar vehicles

Ashtabula, OH

2015 Jeep Compass Sport

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

2015 Jeep Compass Sport

Ashtabula, OH

Unscored
$5,500148,977 mi

Comparison: 15 similar vehicles

Ashtabula, OH

2011 Mercedes-Benz C-Class C300 Luxury

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

2011 Mercedes-Benz C-Class C300 Luxury

Ashtabula, OH

Unscored
$5,89597,891 mi

Comparison: 7 similar vehicles

Ashtabula, OH

2018 Kia Optima S

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

2018 Kia Optima S

Ashtabula, OH

Unscored
$5,995129,839 mi

Comparison: 17 similar vehicles

Ashtabula, OH

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Ashtabula, OH

Unscored
$5,995185,656 mi

Comparison: 61 similar vehicles

Ashtabula, OH

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Ashtabula, OH

Fair PriceRobust · 114
$5,99579,650 mi

Market: $3,000 – $12,995

Comparison: 114 similar vehicles

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

Ashtabula, OH

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Ashtabula, OH

Unscored
$5,995132,572 mi

Comparison: 82 similar vehicles

Ashtabula, OH

2013 Buick Enclave Leather

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

2013 Buick Enclave Leather

Ashtabula, OH

Unscored
$5,995162,674 mi

Comparison: 8 similar vehicles

Ashtabula, OH

2009 Jeep Wrangler X

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

2009 Jeep Wrangler X

Ashtabula, OH

Unscored
$5,995136,502 mi

Comparison: 10 similar vehicles

Ashtabula, OH

2009 Honda Accord LX-P

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

2009 Honda Accord LX-P

Ashtabula, OH

Unscored
$5,999167,116 mi

Comparison: 8 similar vehicles

Ashtabula, OH

2011 Volkswagen Routan SE

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

2011 Volkswagen Routan SE

Ashtabula, OH

UnscoredInsufficient · 0
$6,000147,577 mi

Ashtabula, OH

2019 Mitsubishi Outlander LE

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

2019 Mitsubishi Outlander LE

Ashtabula, OH

UnscoredInsufficient · 0
$6,450166,368 mi

Ashtabula, OH

2009 Subaru Tribeca Limited

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

2009 Subaru Tribeca Limited

Ashtabula, OH

UnscoredInsufficient · 0
$6,49550,723 mi

Ashtabula, OH

2008 Toyota Highlander Sport

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

2008 Toyota Highlander Sport

Ashtabula, OH

Unscored
$6,500158,703 mi

Comparison: 8 similar vehicles

Ashtabula, OH

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Ashtabula, OH

Unscored
$6,989138,628 mi

Comparison: 5 similar vehicles

Ashtabula, OH

2019 RAM 1500 Classic Big Horn

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

2019 RAM 1500 Classic Big Horn

Ashtabula, OH

UnscoredInsufficient · 3
$6,995220,957 mi

Comparison: 3 similar vehicles

Ashtabula, OH

2018 Ford Ecosport SES

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

2018 Ford Ecosport SES

Ashtabula, OH

Great DealLimited · 13
$6,995111,540 mi

Market: $7,900 – $12,929

Comparison: 13 similar vehicles

Competitively priced ~11% below the typical range compared to similar vehicles · 14 days listed (based on current market benchmarks)

Ashtabula, OH

2008 Chevrolet Avalanche LS

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

2008 Chevrolet Avalanche LS

Ashtabula, OH

UnscoredInsufficient · 3
$6,995108,072 mi

Comparison: 3 similar vehicles

Ashtabula, OH

2016 Chevrolet Cruze Premier

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

2016 Chevrolet Cruze Premier

Ashtabula, OH

Unscored
$6,999141,595 mi

Comparison: 20 similar vehicles

Ashtabula, OH

2015 Mitsubishi Outlander Sport ES

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

2015 Mitsubishi Outlander Sport ES

Ashtabula, OH

UnscoredInsufficient · 4
$6,999124,516 mi

Comparison: 4 similar vehicles

Ashtabula, OH

2013 Audi Q5 Premium Plus

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

2013 Audi Q5 Premium Plus

Ashtabula, OH

Unscored
$6,999146,773 mi

Comparison: 7 similar vehicles

Ashtabula, OH

2007 Ford F-250 Super Duty XL

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

2007 Ford F-250 Super Duty XL

Ashtabula, OH

UnscoredInsufficient · 0
$7,388265,809 mi

Ashtabula, OH

2007 Cadillac DTS

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

2007 Cadillac DTS

Ashtabula, OH

UnscoredInsufficient · 0
$7,50088,675 mi

Ashtabula, OH

2018 Kia Soul Base

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

2018 Kia Soul Base

Ashtabula, OH

Fair PriceModerate · 34
$7,85896,738 mi

Market: $3,513 – $13,999

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 126 days listed (based on current market benchmarks)

Ashtabula, OH

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Ashtabula, OH

UnscoredInsufficient · 3
$7,989142,147 mi

Comparison: 3 similar vehicles

Ashtabula, OH

2019 Jeep Cherokee Latitude Plus

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

2019 Jeep Cherokee Latitude Plus

Ashtabula, OH

Unscored
$7,995142,646 mi

Comparison: 12 similar vehicles

Ashtabula, OH

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Ashtabula, OH

UnscoredInsufficient · 3
$7,999123,900 mi

Comparison: 3 similar vehicles

Ashtabula, OH

2012 INFINITI G Sedan 37x

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

2012 INFINITI G Sedan 37x

Ashtabula, OH

UnscoredInsufficient · 3
$7,999146,522 mi

Comparison: 3 similar vehicles

Ashtabula, OH

2012 Mercedes-Benz E-Class E350 Luxury

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

2012 Mercedes-Benz E-Class E350 Luxury

Ashtabula, OH

UnscoredInsufficient · 0
$7,999136,270 mi

Ashtabula, OH

2016 Ford Explorer Base

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

2016 Ford Explorer Base

Ashtabula, OH

Fair PriceModerate · 38
$8,38890,745 mi

Market: $8,279 – $15,443

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Ashtabula, OH

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 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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