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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

320 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

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

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Almond, NY

UnscoredInsufficient · 0
$4,995149,618 mi

Almond, 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

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

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

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

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

Saint Marys, PA

UnscoredInsufficient · 0
$6,500139,000 mi

Saint Marys, 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

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

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Dansville, NY

UnscoredInsufficient · 4
$6,995137,000 mi

Comparison: 4 similar vehicles

Dansville, 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

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

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

2012 Buick LaCrosse Premium 1

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

2012 Buick LaCrosse Premium 1

Almond, NY

UnscoredInsufficient · 0
$7,689135,948 mi

Almond, 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

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Irving, NY

UnscoredInsufficient · 3
$8,50082,000 mi

Comparison: 3 similar vehicles

Irving, NY

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Warren, PA

Fair PriceRobust · 215
$8,61476,359 mi

Market: $4,900 – $16,990

Comparison: 215 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Warren, PA

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
$8,650140,086 mi

Comparison: 43 similar vehicles

Jamestown, NY

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Lakewood, NY

Fair PriceRobust · 149
$8,995102,265 mi

Market: $3,488 – $16,095

Comparison: 149 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Lakewood, NY

2017 Honda Accord Sport SE

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

2017 Honda Accord Sport SE

Hornell, NY

UnscoredModerate · 22
$8,995287,691 mi

Comparison: 22 similar vehicles

Hornell, NY

2016 Chevrolet Sonic LT

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

2016 Chevrolet Sonic LT

Jamestown, NY

Fair PriceModerate · 21
$8,99583,093 mi

Market: $4,975 – $9,495

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Jamestown, NY

2016 Subaru Legacy 2.5i Premium

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

2016 Subaru Legacy 2.5i Premium

Jamestown, NY

UnscoredLimited · 19
$8,995137,965 mi

Comparison: 19 similar vehicles

Jamestown, NY

2014 Ford Focus SE

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

2014 Ford Focus SE

Lakewood, NY

Fair PriceRobust · 123
$8,99566,096 mi

Market: $2,199 – $10,775

Comparison: 123 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Lakewood, NY

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Russell, PA

Fair PriceRobust · 215
$8,99974,618 mi

Market: $4,900 – $16,990

Comparison: 215 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Russell, PA

2014 Subaru Impreza 2.0I Premium

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

2014 Subaru Impreza 2.0I Premium

Lakewood, NY

Fair PriceModerate · 40
$9,68798,337 mi

Market: $3,900 – $14,990

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Lakewood, NY

2018 Hyundai Sonata Sport

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

2018 Hyundai Sonata Sport

Falconer, NY

UnscoredLimited · 9
$9,95097,704 mi

Comparison: 9 similar vehicles

Falconer, NY

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Jamestown, NY

Fair PriceRobust · 69
$9,97592,277 mi

Market: $3,895 – $13,390

Comparison: 69 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 926 days listed (based on current market benchmarks)

Jamestown, NY

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Lakewood, NY

Fair PriceRobust · 107
$9,99591,526 mi

Market: $4,900 – $16,988

Comparison: 107 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Lakewood, NY

2017 Kia Forte LX

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

2017 Kia Forte LX

Lakewood, NY

UnscoredInsufficient · 0
$9,99558,508 mi

Lakewood, NY

2014 Subaru Legacy 2.5i

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

2014 Subaru Legacy 2.5i

Jamestown, NY

OverpricedLimited · 11
$9,995113,629 mi

Market: $7,500 – $9,199

Comparison: 11 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Jamestown, NY

2014 Toyota Corolla L

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

2014 Toyota Corolla L

Cassadaga, NY

UnscoredInsufficient · 3
$10,350106,900 mi

Comparison: 3 similar vehicles

Cassadaga, NY

2020 Nissan Versa Sedan S

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

2020 Nissan Versa Sedan S

Youngsville, PA

UnscoredLimited · 7
$10,589Mileage not verified

Comparison: 7 similar vehicles

Youngsville, PA

2011 Toyota Camry XLE

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

2011 Toyota Camry XLE

Cassadaga, NY

UnscoredLimited · 7
$10,600116,000 mi

Comparison: 7 similar vehicles

Cassadaga, NY

2020 Hyundai Elantra SEL

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

2020 Hyundai Elantra SEL

Olean, NY

Fair PriceModerate · 48
$10,90096,713 mi

Market: $7,995 – $16,395

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Olean, NY

2019 Hyundai Elantra SEL

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

2019 Hyundai Elantra SEL

Hornell, NY

Fair PriceModerate · 41
$10,99593,100 mi

Market: $8,700 – $13,795

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 195 days listed (based on current market benchmarks)

Hornell, NY

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Dansville, NY

Fair PriceLimited · 16
$10,995117,000 mi

Market: $5,995 – $14,981

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Dansville, NY

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Lakewood, NY

UnscoredInsufficient · 3
$10,99569,382 mi

Comparison: 3 similar vehicles

Lakewood, NY

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Emporium, PA

UnscoredRobust · 179
$10,999135,500 mi

Comparison: 179 similar vehicles

Emporium, PA

2014 Subaru Legacy 2.5i Limited

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

2014 Subaru Legacy 2.5i Limited

Warren, PA

UnscoredInsufficient · 0
$11,49094,953 mi

Warren, PA

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Sunset Bay, NY

UnscoredLimited · 6
$11,57474,751 mi

Comparison: 6 similar vehicles

Sunset Bay, NY

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Lakewood, NY

Fair PriceRobust · 211
$11,99573,455 mi

Market: $3,810 – $15,999

Comparison: 211 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Lakewood, NY

2016 Chrysler 200 S

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

2016 Chrysler 200 S

Olean, NY

UnscoredLimited · 5
$11,99595,503 mi

Comparison: 5 similar vehicles

Olean, NY

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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