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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 22, 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

1,101 listings found

2012 Chevrolet Cruze 2LT

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

2012 Chevrolet Cruze 2LT

Irving, NY

UnscoredInsufficient · 4
$2,800135,000 mi

Comparison: 4 similar vehicles

Irving, NY

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Buffalo, NY

UnscoredModerate · 21
$2,995191,094 mi

Comparison: 21 similar vehicles

Buffalo, NY

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Buffalo, NY

UnscoredInsufficient · 0
$2,995143,625 mi

Buffalo, NY

2009 Nissan Altima S

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

2009 Nissan Altima S

Buffalo, NY

UnscoredLimited · 7
$3,199137,749 mi

Comparison: 7 similar vehicles

Buffalo, NY

2013 Ford Focus SE

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

2013 Ford Focus SE

Buffalo, NY

UnscoredModerate · 21
$3,200142,961 mi

Comparison: 21 similar vehicles

Buffalo, NY

2013 Chevrolet Impala LT

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

2013 Chevrolet Impala LT

Buffalo, NY

UnscoredInsufficient · 0
$3,499125,841 mi

Buffalo, NY

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Cheektowaga, NY

UnscoredInsufficient · 0
$3,750133,750 mi

Cheektowaga, NY

2010 Subaru Legacy I Premium

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

2010 Subaru Legacy I Premium

Irving, NY

UnscoredLimited · 5
$3,900208,471 mi

Comparison: 5 similar vehicles

Irving, NY

2016 Nissan Sentra SR

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

2016 Nissan Sentra SR

Belfast, NY

UnscoredInsufficient · 0
$4,795172,715 mi

Belfast, NY

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Irving, NY

UnscoredLimited · 5
$4,900149,000 mi

Comparison: 5 similar vehicles

Irving, NY

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Buffalo, NY

UnscoredModerate · 48
$4,999188,040 mi

Comparison: 48 similar vehicles

Buffalo, NY

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Springville, NY

Salvage title
$5,199110,658 mi

Springville, NY

2010 Nissan Altima S

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

2010 Nissan Altima S

Buffalo, NY

UnscoredLimited · 6
$5,295145,375 mi

Comparison: 6 similar vehicles

Buffalo, NY

2009 Chevrolet Impala SS

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

2009 Chevrolet Impala SS

Little Valley, NY

UnscoredInsufficient · 0
$5,299165,800 mi

Little Valley, NY

2015 Subaru Legacy 2.5i Premium

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

2015 Subaru Legacy 2.5i Premium

Jamestown, NY

UnscoredModerate · 43
$5,995161,213 mi

Comparison: 43 similar vehicles

Jamestown, NY

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Buffalo, NY

UnscoredLimited · 9
$5,99583,000 mi

Comparison: 9 similar vehicles

Buffalo, NY

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Buffalo, NY

UnscoredInsufficient · 3
$5,999178,556 mi

Comparison: 3 similar vehicles

Buffalo, NY

2011 Cadillac DTS Platinum Collection

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

2011 Cadillac DTS Platinum Collection

Buffalo, NY

UnscoredInsufficient · 0
$6,195123,000 mi

Buffalo, NY

2016 Subaru Legacy 2.5i

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

2016 Subaru Legacy 2.5i

Jamestown, NY

UnscoredInsufficient · 0
$6,450152,661 mi

Jamestown, NY

2013 Chevrolet Malibu 1SA

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

2013 Chevrolet Malibu 1SA

Kenmore, NY

UnscoredLimited · 6
$6,495113,234 mi

Comparison: 6 similar vehicles

Kenmore, NY

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Warren, PA

UnscoredLimited · 5
$6,495143,559 mi

Comparison: 5 similar vehicles

Warren, PA

2010 Mercury Grand Marquis LS

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

2010 Mercury Grand Marquis LS

Irving, NY

UnscoredInsufficient · 0
$6,500115,000 mi

Irving, NY

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Buffalo, NY

UnscoredLimited · 5
$6,595116,366 mi

Comparison: 5 similar vehicles

Buffalo, NY

2008 Honda Accord LX

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

2008 Honda Accord LX

Youngsville, PA

UnscoredLimited · 8
$6,895Mileage not verified

Comparison: 8 similar vehicles

Youngsville, PA

2015 Kia Optima LX

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

2015 Kia Optima LX

Hamburg, NY

UnscoredModerate · 30
$6,932132,661 mi

Comparison: 30 similar vehicles

Hamburg, NY

2011 Cadillac CTS Base

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

2011 Cadillac CTS Base

Hamburg, NY

UnscoredInsufficient · 4
$6,933133,852 mi

Comparison: 4 similar vehicles

Hamburg, NY

2012 Nissan Altima S

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

2012 Nissan Altima S

Corry, PA

UnscoredModerate · 24
$6,985143,472 mi

Comparison: 24 similar vehicles

Corry, PA

2017 Ford Fiesta SE

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

2017 Ford Fiesta SE

Alden, NY

UnscoredLimited · 8
$6,995116,744 mi

Comparison: 8 similar vehicles

Alden, NY

2014 Nissan Altima SV

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

2014 Nissan Altima SV

Jamestown, NY

Fair PriceLimited · 11
$6,99589,987 mi

Market: $4,400 – $8,495

Comparison: 11 similar vehicles

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

Jamestown, NY

2018 Nissan Altima SV

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

2018 Nissan Altima SV

Russell, PA

UnscoredModerate · 46
$6,999140,171 mi

Comparison: 46 similar vehicles

Russell, PA

2013 Buick Regal Premium 2

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

2013 Buick Regal Premium 2

Russell, PA

UnscoredInsufficient · 0
$6,999147,065 mi

Russell, PA

2016 Hyundai Elantra Value Edition

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

2016 Hyundai Elantra Value Edition

Youngsville, PA

UnscoredInsufficient · 3
$7,295Mileage not verified

Comparison: 3 similar vehicles

Youngsville, PA

2012 Honda Civic LX

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

2012 Honda Civic LX

Buffalo, NY

UnscoredModerate · 21
$7,450146,380 mi

Comparison: 21 similar vehicles

Buffalo, NY

2012 Mercedes-Benz E-Class E350 Sport

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

2012 Mercedes-Benz E-Class E350 Sport

Hamburg, NY

UnscoredLimited · 5
$7,474174,534 mi

Comparison: 5 similar vehicles

Hamburg, NY

2016 Ford Fusion S

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

2016 Ford Fusion S

Falconer, NY

UnscoredLimited · 13
$7,498164,365 mi

Comparison: 13 similar vehicles

Falconer, NY

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Buffalo, NY

UnscoredLimited · 13
$7,499130,000 mi

Comparison: 13 similar vehicles

Buffalo, NY

2011 Lexus LS Base

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

2011 Lexus LS Base

Irving, NY

UnscoredInsufficient · 0
$7,500180,000 mi

Irving, NY

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Buffalo, NY

Fair PriceLimited · 18
$7,555113,878 mi

Market: $4,995 – $7,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 170 days listed (based on current market benchmarks)

Buffalo, NY

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Youngsville, PA

Fair PriceRobust · 57
$7,895Mileage not verified

Market: $2,348 – $9,895

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Youngsville, PA

2019 Hyundai Accent SE

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

2019 Hyundai Accent SE

Falconer, NY

Great DealModerate · 28
$7,95097,100 mi

Market: $8,995 – $18,485

Comparison: 28 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 32 days listed (based on current market benchmarks)

Falconer, NY

2008 Honda Accord LX

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

2008 Honda Accord LX

Orchard Park, NY

UnscoredInsufficient · 4
$7,95196,325 mi

Comparison: 4 similar vehicles

Orchard Park, NY

2015 Volkswagen Passat S

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

2015 Volkswagen Passat S

Alden, NY

UnscoredLimited · 5
$7,97099,090 mi

Comparison: 5 similar vehicles

Alden, NY

2018 Ford Fusion Hybrid SE

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

2018 Ford Fusion Hybrid SE

Buffalo, NY

UnscoredInsufficient · 3
$7,995159,743 mi

Comparison: 3 similar vehicles

Buffalo, NY

2017 Ford Fusion Titanium

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

2017 Ford Fusion Titanium

Buffalo, NY

UnscoredLimited · 5
$7,995146,966 mi

Comparison: 5 similar vehicles

Buffalo, NY

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Buffalo, NY

UnscoredInsufficient · 4
$7,995137,353 mi

Comparison: 4 similar vehicles

Buffalo, NY

2016 Buick Regal Base

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

2016 Buick Regal Base

Buffalo, NY

UnscoredLimited · 5
$7,995132,790 mi

Comparison: 5 similar vehicles

Buffalo, NY

2000 Lincoln Town Car SIGNATURE

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

2000 Lincoln Town Car SIGNATURE

Buffalo, NY

UnscoredInsufficient · 0
$7,99572,000 mi

Buffalo, NY

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Hamburg, NY

Fair PriceRobust · 96
$7,99882,295 mi

Market: $4,995 – $17,988

Comparison: 96 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 104 days listed (based on current market benchmarks)

Hamburg, NY

2016 Nissan Versa Sedan SV

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

2016 Nissan Versa Sedan SV

Spring Creek, PA

Fair PriceLimited · 11
$7,99996,964 mi

Market: $4,900 – $8,489

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Spring Creek, PA

2017 Ford Fiesta SE

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

2017 Ford Fiesta SE

Angola, NY

UnscoredInsufficient · 0
$8,30056,097 mi

Angola, NY

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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