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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

1,042 listings found

2005 Mercury Grand Marquis LSE

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

2005 Mercury Grand Marquis LSE

Fairmount City, PA

UnscoredInsufficient · 0
$2,900172,323 mi

Fairmount City, PA

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Cranberry, PA

UnscoredModerate · 38
$3,185136,593 mi

Comparison: 38 similar vehicles

Cranberry, PA

2017 Ford Focus SE

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

2017 Ford Focus SE

Cranberry, PA

UnscoredRobust · 50
$3,485140,137 mi

Comparison: 50 similar vehicles

Cranberry, PA

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Cranberry, PA

UnscoredRobust · 71
$3,485198,288 mi

Comparison: 71 similar vehicles

Cranberry, PA

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Cranberry, PA

Fair PriceModerate · 36
$3,485116,322 mi

Market: $2,750 – $9,488

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 539 days listed (based on current market benchmarks)

Cranberry, PA

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Cranberry, PA

UnscoredModerate · 22
$3,485172,034 mi

Comparison: 22 similar vehicles

Cranberry, PA

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Cranberry, PA

UnscoredRobust · 57
$3,485184,664 mi

Comparison: 57 similar vehicles

Cranberry, PA

2012 Chrysler 300 Limited

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

2012 Chrysler 300 Limited

West Pittsburg, PA

UnscoredLimited · 8
$3,500199,000 mi

Comparison: 8 similar vehicles

West Pittsburg, PA

2007 Buick LaCrosse CXL

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

2007 Buick LaCrosse CXL

West Pittsburg, PA

UnscoredInsufficient · 4
$3,500144,000 mi

Comparison: 4 similar vehicles

West Pittsburg, PA

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

West Pittsburg, PA

UnscoredModerate · 23
$3,500145,000 mi

Comparison: 23 similar vehicles

West Pittsburg, PA

2011 Subaru Legacy I Premium

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

2011 Subaru Legacy I Premium

Erie, PA

UnscoredLimited · 11
$3,600179,300 mi

Comparison: 11 similar vehicles

Erie, PA

2007 Audi A8 Base

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

2007 Audi A8 Base

West Pittsburg, PA

UnscoredInsufficient · 0
$3,800167,000 mi

West Pittsburg, PA

2010 Suzuki Kizashi SE

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

2010 Suzuki Kizashi SE

West Pittsburg, PA

UnscoredInsufficient · 0
$3,99067,000 mi

West Pittsburg, PA

2018 Ford Fiesta SE

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

2018 Ford Fiesta SE

West Pittsburg, PA

UnscoredModerate · 38
$3,995156,000 mi

Comparison: 38 similar vehicles

West Pittsburg, PA

2014 Toyota Camry SE

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

2014 Toyota Camry SE

West Pittsburg, PA

UnscoredModerate · 25
$3,995249,000 mi

Comparison: 25 similar vehicles

West Pittsburg, PA

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Seneca, PA

UnscoredLimited · 12
$3,995132,548 mi

Comparison: 12 similar vehicles

Seneca, PA

2005 Cadillac CTS Base

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

2005 Cadillac CTS Base

Brookfield, OH

UnscoredInsufficient · 0
$4,19582,015 mi

Brookfield, OH

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Harrisville, PA

UnscoredModerate · 28
$4,290144,057 mi

Comparison: 28 similar vehicles

Harrisville, PA

2013 Chrysler 300 Base

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

2013 Chrysler 300 Base

Cranberry, PA

UnscoredLimited · 16
$4,485195,307 mi

Comparison: 16 similar vehicles

Cranberry, PA

2016 Kia Rio LX

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

2016 Kia Rio LX

Kittanning, PA

UnscoredLimited · 9
$4,495133,000 mi

Comparison: 9 similar vehicles

Kittanning, PA

2012 Nissan Altima S

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

2012 Nissan Altima S

Sharon, PA

Fair PriceModerate · 37
$4,49599,884 mi

Market: $2,995 – $10,990

Comparison: 37 similar vehicles

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

Sharon, PA

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Meadville, PA

UnscoredLimited · 10
$4,696120,925 mi

Comparison: 10 similar vehicles

Meadville, PA

2015 Chevrolet Impala 1LS

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

2015 Chevrolet Impala 1LS

New Castle, PA

UnscoredLimited · 14
$4,995165,697 mi

Comparison: 14 similar vehicles

New Castle, PA

2010 Chrysler Sebring Touring

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

2010 Chrysler Sebring Touring

Brookfield, OH

UnscoredInsufficient · 3
$4,995138,319 mi

Comparison: 3 similar vehicles

Brookfield, OH

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Butler, PA

UnscoredLimited · 15
$4,995151,000 mi

Comparison: 15 similar vehicles

Butler, PA

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Seneca, PA

UnscoredLimited · 14
$4,995127,743 mi

Comparison: 14 similar vehicles

Seneca, PA

2006 Cadillac STS Base

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

2006 Cadillac STS Base

Hubbard, OH

UnscoredInsufficient · 0
$4,995206,000 mi

Hubbard, OH

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Brookfield, OH

UnscoredInsufficient · 3
$5,19596,337 mi

Comparison: 3 similar vehicles

Brookfield, OH

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Brookfield, OH

UnscoredInsufficient · 3
$5,195114,589 mi

Comparison: 3 similar vehicles

Brookfield, OH

2012 Ford Fiesta SE

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

2012 Ford Fiesta SE

Butler, PA

Fair PriceLimited · 18
$5,25082,806 mi

Market: $2,550 – $8,800

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 448 days listed (based on current market benchmarks)

Butler, PA

2017 Nissan Versa Sedan S Plus

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

2017 Nissan Versa Sedan S Plus

Butler, PA

UnscoredInsufficient · 0
$5,450135,608 mi

Butler, PA

2015 Dodge Dart GT

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

2015 Dodge Dart GT

Cranberry, PA

UnscoredLimited · 7
$5,485161,998 mi

Comparison: 7 similar vehicles

Cranberry, PA

2012 Ford Focus SE

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

2012 Ford Focus SE

Butler, PA

UnscoredLimited · 5
$5,495142,638 mi

Comparison: 5 similar vehicles

Butler, PA

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Brookfield, OH

UnscoredModerate · 23
$5,495136,277 mi

Comparison: 23 similar vehicles

Brookfield, OH

2011 Suzuki Kizashi Sport GTS

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

2011 Suzuki Kizashi Sport GTS

Brookfield, OH

UnscoredInsufficient · 0
$5,495120,925 mi

Brookfield, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Shippenville, PA

UnscoredInsufficient · 3
$5,800102,193 mi

Comparison: 3 similar vehicles

Shippenville, PA

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Hermitage, PA

OverpricedLimited · 12
$5,899175,152 mi

Market: $4,495 – $5,600

Comparison: 12 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Hermitage, PA

2012 Ford Focus SE

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

2012 Ford Focus SE

Shippenville, PA

UnscoredInsufficient · 3
$5,90089,399 mi

Comparison: 3 similar vehicles

Shippenville, PA

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Sharpsville, PA

UnscoredInsufficient · 3
$5,964136,000 mi

Comparison: 3 similar vehicles

Sharpsville, PA

2007 Honda Accord EX

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

2007 Honda Accord EX

Sarver, PA

UnscoredLimited · 11
$5,970209,128 mi

Comparison: 11 similar vehicles

Sarver, PA

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Brookfield, OH

Fair PriceModerate · 23
$5,995108,463 mi

Market: $4,499 – $15,395

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Brookfield, OH

2015 Chevrolet Impala 2LT

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

2015 Chevrolet Impala 2LT

West Pittsburg, PA

Great DealModerate · 35
$5,995108,000 mi

Market: $7,858 – $13,364

Comparison: 35 similar vehicles

Competitively priced ~24% below the typical range compared to similar vehicles · 35 days listed (based on current market benchmarks)

West Pittsburg, PA

2015 Kia Forte LX

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

2015 Kia Forte LX

New Castle, PA

UnscoredLimited · 7
$5,995109,582 mi

Comparison: 7 similar vehicles

New Castle, PA

2014 Ford Focus S

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

2014 Ford Focus S

New Castle, PA

UnscoredInsufficient · 0
$5,99551,931 mi

New Castle, PA

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Brookfield, OH

UnscoredInsufficient · 4
$5,995101,816 mi

Comparison: 4 similar vehicles

Brookfield, OH

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Brookfield, OH

UnscoredModerate · 38
$5,995126,465 mi

Comparison: 38 similar vehicles

Brookfield, OH

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

New Castle, PA

UnscoredLimited · 10
$5,995147,722 mi

Comparison: 10 similar vehicles

New Castle, PA

2012 Ford Focus SE

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

2012 Ford Focus SE

Butler, PA

UnscoredInsufficient · 4
$5,995157,305 mi

Comparison: 4 similar vehicles

Butler, PA

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

New Castle, PA

UnscoredModerate · 22
$5,995158,866 mi

Comparison: 22 similar vehicles

New Castle, PA

2012 Suzuki SX4 Sedan LE

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

2012 Suzuki SX4 Sedan LE

Greenville, PA

UnscoredInsufficient · 0
$5,99580,783 mi

Greenville, PA

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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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