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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

215 listings found

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

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

2016 Kia Forte LX

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

2016 Kia Forte LX

Knoxville, PA

Fair PriceModerate · 24
$5,500114,215 mi

Market: $5,250 – $14,795

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Knoxville, 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

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

2014 Volkswagen Jetta TDI

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

2014 Volkswagen Jetta TDI

Nelson, PA

UnscoredInsufficient · 0
$8,49591,570 mi

Nelson, PA

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

2020 Subaru Legacy Premium

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

2020 Subaru Legacy Premium

Wellsboro, PA

UnscoredLimited · 18
$9,245168,378 mi

Comparison: 18 similar vehicles

Wellsboro, PA

2019 Toyota Camry SE

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

2019 Toyota Camry SE

Knoxville, PA

UnscoredRobust · 147
$9,500175,050 mi

Comparison: 147 similar vehicles

Knoxville, PA

2013 Mazda MAZDA3 i Sport

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

2013 Mazda MAZDA3 i Sport

Mansfield, PA

UnscoredLimited · 7
$9,990108,116 mi

Comparison: 7 similar vehicles

Mansfield, PA

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

2020 Volkswagen Jetta SE

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

2020 Volkswagen Jetta SE

Nelson, PA

UnscoredRobust · 91
$10,995121,313 mi

Comparison: 91 similar vehicles

Nelson, PA

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

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

2016 BMW 5 Series 528i

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

2016 BMW 5 Series 528i

Mansfield, PA

Fair PriceModerate · 42
$11,690109,450 mi

Market: $3,900 – $17,987

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Mansfield, PA

2018 Volkswagen Passat SE

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

2018 Volkswagen Passat SE

Covington, PA

Fair PriceModerate · 23
$11,995108,010 mi

Market: $4,200 – $16,489

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Covington, PA

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

2020 Nissan Sentra S

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

2020 Nissan Sentra S

Olean, NY

Fair PriceLimited · 15
$12,90079,493 mi

Market: $9,995 – $14,196

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Olean, NY

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Olean, NY

OverpricedModerate · 41
$12,90094,750 mi

Market: $5,000 – $11,595

Comparison: 41 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Olean, NY

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Cuba, NY

Fair PriceRobust · 72
$13,90096,309 mi

Market: $5,999 – $15,995

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Cuba, NY

2016 Toyota Corolla S Premium

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

2016 Toyota Corolla S Premium

Mansfield, PA

UnscoredInsufficient · 0
$13,990116,560 mi

Mansfield, PA

2017 Honda Civic LX

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

2017 Honda Civic LX

Hornell, NY

Fair PriceRobust · 74
$13,99593,962 mi

Market: $8,499 – $18,998

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Hornell, NY

2015 Hyundai Sonata Limited

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

2015 Hyundai Sonata Limited

Ridgway, PA

UnscoredInsufficient · 0
$13,99552,986 mi

Ridgway, PA

2020 Ford Fusion Hybrid SE

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

2020 Ford Fusion Hybrid SE

Olean, NY

Fair PriceModerate · 31
$14,17572,939 mi

Market: $7,500 – $19,480

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Olean, NY

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Olean, NY

Fair PriceRobust · 104
$14,40069,815 mi

Market: $5,600 – $16,000

Comparison: 104 similar vehicles

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

Olean, NY

2019 Chrysler 300 Limited

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

2019 Chrysler 300 Limited

Covington, PA

Fair PriceLimited · 17
$14,48589,678 mi

Market: $10,174 – $18,999

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Covington, PA

2018 Toyota Corolla SE

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

2018 Toyota Corolla SE

Covington, PA

Fair PriceModerate · 34
$14,48594,128 mi

Market: $10,900 – $18,250

Comparison: 34 similar vehicles

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

Covington, PA

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Hornell, NY

Fair PriceRobust · 67
$14,70084,190 mi

Market: $9,975 – $15,980

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Hornell, NY

2020 Kia Optima LX

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

2020 Kia Optima LX

Emporium, PA

Fair PriceRobust · 50
$14,99974,000 mi

Market: $8,500 – $17,490

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Emporium, PA

2025 Nissan Versa Sedan SV

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

2025 Nissan Versa Sedan SV

Hornell, NY

UnscoredModerate · 21
$15,17445,720 mi

Comparison: 21 similar vehicles

Hornell, NY

2025 Nissan Versa Sedan SV

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

2025 Nissan Versa Sedan SV

Hornell, NY

UnscoredLimited · 9
$15,17453,591 mi

Comparison: 9 similar vehicles

Hornell, NY

2024 Nissan Versa Sedan SV

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

2024 Nissan Versa Sedan SV

Olean, NY

Fair PriceModerate · 47
$15,17557,721 mi

Market: $14,679 – $19,274

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Olean, NY

2024 Nissan Versa Sedan S

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

2024 Nissan Versa Sedan S

Covington, PA

UnscoredInsufficient · 0
$15,48443,494 mi

Covington, PA

2022 Nissan Altima SR

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

2022 Nissan Altima SR

Covington, PA

Fair PriceRobust · 65
$15,484103,948 mi

Market: $11,000 – $19,920

Comparison: 65 similar vehicles

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

Covington, PA

2024 Nissan Versa Sedan S

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

2024 Nissan Versa Sedan S

Covington, PA

Fair PriceModerate · 20
$15,48650,557 mi

Market: $12,999 – $16,467

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 161 days listed (based on current market benchmarks)

Covington, PA

2025 Nissan Versa Sedan S

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

2025 Nissan Versa Sedan S

Olean, NY

UnscoredInsufficient · 0
$15,49033,463 mi

Olean, NY

2023 Kia Forte LXS

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

2023 Kia Forte LXS

Mansfield, PA

Fair PriceRobust · 117
$15,49084,898 mi

Market: $8,990 – $20,087

Comparison: 117 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Mansfield, PA

2025 Nissan Versa Sedan S

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

2025 Nissan Versa Sedan S

Olean, NY

UnscoredInsufficient · 3
$15,70029,556 mi

Comparison: 3 similar vehicles

Olean, NY

2025 Nissan Versa Sedan S

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

2025 Nissan Versa Sedan S

Olean, NY

UnscoredInsufficient · 3
$15,87529,720 mi

Comparison: 3 similar vehicles

Olean, NY

2018 Nissan Altima S

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

2018 Nissan Altima S

Mansfield, PA

UnscoredInsufficient · 0
$15,89037,745 mi

Mansfield, PA

2024 Nissan Sentra S

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

2024 Nissan Sentra S

Covington, PA

Fair PriceModerate · 31
$15,99554,437 mi

Market: $14,850 – $18,490

Comparison: 31 similar vehicles

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

Covington, PA

2022 Subaru Legacy Premium

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

2022 Subaru Legacy Premium

Coudersport, PA

UnscoredInsufficient · 3
$16,162107,931 mi

Comparison: 3 similar vehicles

Coudersport, PA

2025 Nissan Versa Sedan SV

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

2025 Nissan Versa Sedan SV

Hornell, NY

UnscoredModerate · 42
$16,17423,665 mi

Comparison: 42 similar vehicles

Hornell, NY

2025 Nissan Versa Sedan SV

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

2025 Nissan Versa Sedan SV

Hornell, NY

UnscoredModerate · 42
$16,17426,073 mi

Comparison: 42 similar vehicles

Hornell, NY

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Hornell, NY

UnscoredModerate · 34
$16,17449,217 mi

Comparison: 34 similar vehicles

Hornell, NY

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Hornell, NY

UnscoredRobust · 75
$16,17452,341 mi

Comparison: 75 similar vehicles

Hornell, NY

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Hornell, NY

UnscoredModerate · 34
$16,17447,868 mi

Comparison: 34 similar vehicles

Hornell, NY

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Hornell, NY

UnscoredModerate · 34
$16,17448,473 mi

Comparison: 34 similar vehicles

Hornell, NY

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Hornell, NY

UnscoredRobust · 74
$16,17450,225 mi

Comparison: 74 similar vehicles

Hornell, NY

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Hornell, NY

UnscoredRobust · 75
$16,17452,303 mi

Comparison: 75 similar vehicles

Hornell, 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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