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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 · October 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

46,187 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

Youngstown, OH

UnscoredLimited · 11
$1,500Mileage not verified

Comparison: 11 similar vehicles

Youngstown, OH

2008 GMC Savana Base

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

2008 GMC Savana Base

Canfield, OH

UnscoredInsufficient · 0
$1,975224,900 mi

Canfield, OH

2014 GMC Terrain SLT-2

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

2014 GMC Terrain SLT-2

Warren, OH

UnscoredLimited · 5
$1,995185,205 mi

Comparison: 5 similar vehicles

Warren, OH

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Youngstown, OH

UnscoredModerate · 36
$1,995257,188 mi

Comparison: 36 similar vehicles

Youngstown, OH

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Youngstown, OH

UnscoredInsufficient · 3
$1,995215,750 mi

Comparison: 3 similar vehicles

Youngstown, OH

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Lowellville, OH

UnscoredInsufficient · 0
$1,995310,743 mi

Lowellville, OH

2006 Dodge Grand Caravan SXT

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

2006 Dodge Grand Caravan SXT

East Palestine, OH

UnscoredInsufficient · 4
$2,400110,346 mi

Comparison: 4 similar vehicles

East Palestine, OH

2012 Jeep Patriot Latitude

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

2012 Jeep Patriot Latitude

Cranberry, PA

UnscoredLimited · 15
$2,485193,960 mi

Comparison: 15 similar vehicles

Cranberry, PA

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Cranberry, PA

UnscoredLimited · 8
$2,485201,327 mi

Comparison: 8 similar vehicles

Cranberry, PA

2005 Pontiac Vibe Base

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

2005 Pontiac Vibe Base

Lowellville, OH

UnscoredInsufficient · 4
$2,500175,175 mi

Comparison: 4 similar vehicles

Lowellville, OH

2003 Volkswagen Passat GLX

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

2003 Volkswagen Passat GLX

Girard, OH

UnscoredInsufficient · 0
$2,500194,639 mi

Girard, OH

2004 Mercury Mountaineer Convenience

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

2004 Mercury Mountaineer Convenience

New Kensington, PA

UnscoredInsufficient · 0
$2,698183,398 mi

New Kensington, PA

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Alliance, OH

UnscoredModerate · 25
$2,788244,387 mi

Comparison: 25 similar vehicles

Alliance, OH

2010 Kia Forte EX

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

2010 Kia Forte EX

Orwell, OH

UnscoredLimited · 5
$2,898173,439 mi

Comparison: 5 similar vehicles

Orwell, OH

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Warren, OH

UnscoredLimited · 19
$2,900167,913 mi

Comparison: 19 similar vehicles

Warren, OH

2015 Buick Encore Leather

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

2015 Buick Encore Leather

Salem, OH

UnscoredModerate · 38
$2,900Mileage not verified

Comparison: 38 similar vehicles

Salem, OH

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Pittsburgh, PA

UnscoredLimited · 6
$2,900175,100 mi

Comparison: 6 similar vehicles

Pittsburgh, PA

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Girard, OH

UnscoredModerate · 31
$2,900230,811 mi

Comparison: 31 similar vehicles

Girard, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Warren, OH

UnscoredInsufficient · 4
$2,900194,794 mi

Comparison: 4 similar vehicles

Warren, OH

2009 Pontiac G6 GT

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

2009 Pontiac G6 GT

Columbiana, OH

UnscoredInsufficient · 0
$2,90097,101 mi

Columbiana, OH

2010 Jeep Patriot Sport

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

2010 Jeep Patriot Sport

Cranberry, PA

UnscoredLimited · 5
$2,985123,709 mi

Comparison: 5 similar vehicles

Cranberry, PA

2007 Honda Fit Base

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

2007 Honda Fit Base

Cranberry, PA

UnscoredInsufficient · 0
$2,985212,865 mi

Cranberry, PA

2014 Dodge Grand Caravan SXT

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

2014 Dodge Grand Caravan SXT

Youngstown, OH

UnscoredModerate · 31
$2,990215,988 mi

Comparison: 31 similar vehicles

Youngstown, OH

2017 Ford Escape SE

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

2017 Ford Escape SE

Weirton, WV

UnscoredModerate · 36
$2,995129,950 mi

Comparison: 36 similar vehicles

Weirton, WV

2012 Jeep Compass Latitude

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

2012 Jeep Compass Latitude

Lowellville, OH

UnscoredLimited · 9
$2,995221,734 mi

Comparison: 9 similar vehicles

Lowellville, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Youngstown, OH

Salvage title
$2,995253,971 mi

Youngstown, OH

2010 Volvo S40 2.4i

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

2010 Volvo S40 2.4i

Homestead, PA

UnscoredInsufficient · 0
$2,995156,047 mi

Homestead, PA

2009 Ford Explorer Eddie Bauer

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

2009 Ford Explorer Eddie Bauer

Lowellville, OH

UnscoredInsufficient · 4
$2,995224,694 mi

Comparison: 4 similar vehicles

Lowellville, OH

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Ravenna, OH

UnscoredLimited · 15
$2,995212,000 mi

Comparison: 15 similar vehicles

Ravenna, OH

2008 Ford F-150 Lariat

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

2008 Ford F-150 Lariat

Lowellville, OH

UnscoredLimited · 5
$2,995232,037 mi

Comparison: 5 similar vehicles

Lowellville, OH

2008 Cadillac STS Base

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

2008 Cadillac STS Base

Youngstown, OH

UnscoredInsufficient · 0
$2,995131,164 mi

Youngstown, OH

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Homestead, PA

UnscoredLimited · 6
$2,995216,012 mi

Comparison: 6 similar vehicles

Homestead, PA

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Wintersville, OH

UnscoredLimited · 6
$2,995219,573 mi

Comparison: 6 similar vehicles

Wintersville, OH

2008 Volvo V70 3.2

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

2008 Volvo V70 3.2

Youngstown, OH

UnscoredInsufficient · 0
$2,995233,577 mi

Youngstown, OH

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Warren, OH

UnscoredInsufficient · 3
$2,995135,339 mi

Comparison: 3 similar vehicles

Warren, OH

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Warren, OH

UnscoredLimited · 11
$2,995202,274 mi

Comparison: 11 similar vehicles

Warren, OH

2007 GMC Savana

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

2007 GMC Savana

Girard, OH

UnscoredInsufficient · 0
$2,995271,285 mi

Girard, OH

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Brookfield, OH

Fair PriceModerate · 20
$2,99579,829 mi

Market: $2,995 – $8,574

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Brookfield, OH

2007 Ford Edge SEL

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

2007 Ford Edge SEL

Girard, OH

UnscoredLimited · 5
$2,995192,708 mi

Comparison: 5 similar vehicles

Girard, OH

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Niles, OH

UnscoredInsufficient · 4
$2,995239,471 mi

Comparison: 4 similar vehicles

Niles, OH

No Photo

2007 Toyota Corolla CE

Youngstown, OH

UnscoredInsufficient · 4
$2,995166,777 mi

Comparison: 4 similar vehicles

Youngstown, OH

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Youngstown, OH

UnscoredLimited · 15
$2,995178,749 mi

Comparison: 15 similar vehicles

Youngstown, OH

2006 Honda Civic LX

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

2006 Honda Civic LX

Lowellville, OH

UnscoredInsufficient · 3
$2,995281,700 mi

Comparison: 3 similar vehicles

Lowellville, OH

2006 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Lowellville, OH

UnscoredLimited · 18
$2,995168,996 mi

Comparison: 18 similar vehicles

Lowellville, OH

2006 Toyota Highlander Limited

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

2006 Toyota Highlander Limited

Lowellville, OH

UnscoredInsufficient · 4
$2,995302,284 mi

Comparison: 4 similar vehicles

Lowellville, OH

2005 GMC Yukon XL SLE

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

2005 GMC Yukon XL SLE

Lowellville, OH

UnscoredInsufficient · 0
$2,995210,779 mi

Lowellville, OH

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Lowellville, OH

UnscoredInsufficient · 0
$2,995213,480 mi

Lowellville, OH

2004 Audi A6 Base

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

2004 Audi A6 Base

Seneca, PA

UnscoredInsufficient · 0
$2,995108,540 mi

Seneca, PA

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Lowellville, OH

UnscoredInsufficient · 4
$2,995199,123 mi

Comparison: 4 similar vehicles

Lowellville, OH

2003 BMW X5 Base

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

2003 BMW X5 Base

Lowellville, OH

UnscoredInsufficient · 0
$2,995210,341 mi

Lowellville, 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 manage their profile, route inbound buyer inquiries, and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, exports, and enhanced merchandising.
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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