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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

8,602 listings found

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Irving, NY

UnscoredInsufficient · 4
$7,500177,000 mi

Comparison: 4 similar vehicles

Irving, NY

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Lockport, NY

UnscoredModerate · 21
$7,995130,038 mi

Comparison: 21 similar vehicles

Lockport, NY

2001 Toyota Tacoma Base

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

2001 Toyota Tacoma Base

Almond, NY

UnscoredInsufficient · 0
$7,995177,093 mi

Almond, NY

1997 Nissan Truck XE

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

1997 Nissan Truck XE

Almond, NY

UnscoredInsufficient · 0
$7,99593,576 mi

Almond, NY

1997 Toyota T100 SR5

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

1997 Toyota T100 SR5

Almond, NY

UnscoredInsufficient · 0
$7,995231,021 mi

Almond, NY

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Rochester, NY

UnscoredLimited · 5
$8,900214,172 mi

Comparison: 5 similar vehicles

Rochester, NY

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Spencerport, NY

UnscoredInsufficient · 3
$9,49980,000 mi

Comparison: 3 similar vehicles

Spencerport, NY

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

Spencerport, NY

UnscoredLimited · 8
$9,500209,938 mi

Comparison: 8 similar vehicles

Spencerport, NY

2000 Ford F-150 HARLEY DAVIDSON

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

2000 Ford F-150 HARLEY DAVIDSON

Spencerport, NY

UnscoredInsufficient · 0
$9,500161,400 mi

Spencerport, NY

2015 Ford F-350 Super Duty Chassis Cab XL

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

2015 Ford F-350 Super Duty Chassis Cab XL

Rochester, NY

UnscoredInsufficient · 0
$9,900189,991 mi

Rochester, NY

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Rochester, NY

UnscoredLimited · 16
$9,900140,217 mi

Comparison: 16 similar vehicles

Rochester, NY

2005 Ford F-350 Super Duty Chassis Cab XLT

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

2005 Ford F-350 Super Duty Chassis Cab XLT

Rochester, NY

UnscoredInsufficient · 0
$9,900115,420 mi

Rochester, NY

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Buffalo, NY

UnscoredLimited · 19
$9,995152,717 mi

Comparison: 19 similar vehicles

Buffalo, NY

2012 GMC Sierra 1500 SLE

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

2012 GMC Sierra 1500 SLE

Lockport, NY

UnscoredLimited · 11
$9,995152,031 mi

Comparison: 11 similar vehicles

Lockport, NY

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Spencerport, NY

UnscoredLimited · 9
$9,995154,000 mi

Comparison: 9 similar vehicles

Spencerport, NY

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Buffalo, NY

UnscoredInsufficient · 0
$9,995150,000 mi

Buffalo, NY

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Buffalo, NY

UnscoredInsufficient · 4
$9,995139,000 mi

Comparison: 4 similar vehicles

Buffalo, NY

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Chaffee, NY

UnscoredModerate · 21
$9,999149,315 mi

Comparison: 21 similar vehicles

Chaffee, NY

2011 Chevrolet Colorado 2LT

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

2011 Chevrolet Colorado 2LT

Buffalo, NY

UnscoredInsufficient · 3
$10,495148,000 mi

Comparison: 3 similar vehicles

Buffalo, NY

2009 Nissan Frontier LE

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

2009 Nissan Frontier LE

Buffalo, NY

UnscoredInsufficient · 0
$10,495113,000 mi

Buffalo, NY

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Olean, NY

UnscoredRobust · 91
$10,500178,541 mi

Comparison: 91 similar vehicles

Olean, NY

2019 Honda Ridgeline Sport

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

2019 Honda Ridgeline Sport

Buffalo, NY

UnscoredLimited · 10
$10,995175,733 mi

Comparison: 10 similar vehicles

Buffalo, NY

2018 Chevrolet Colorado LT

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

2018 Chevrolet Colorado LT

Dansville, NY

UnscoredModerate · 29
$10,995173,000 mi

Comparison: 29 similar vehicles

Dansville, NY

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Buffalo, NY

Fair PriceLimited · 14
$10,995100,000 mi

Market: $4,995 – $14,395

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1303 days listed (based on current market benchmarks)

Buffalo, NY

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Spencerport, NY

UnscoredLimited · 9
$10,995145,998 mi

Comparison: 9 similar vehicles

Spencerport, NY

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Buffalo, NY

UnscoredLimited · 11
$10,995132,000 mi

Comparison: 11 similar vehicles

Buffalo, NY

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Hamburg, NY

UnscoredInsufficient · 0
$10,995152,000 mi

Hamburg, NY

1997 Ford F-150 XLT

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

1997 Ford F-150 XLT

Buffalo, NY

UnscoredInsufficient · 0
$10,995132,636 mi

Buffalo, NY

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Attica, NY

UnscoredModerate · 34
$11,413225,783 mi

Comparison: 34 similar vehicles

Attica, NY

2013 Toyota Tacoma Base

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

2013 Toyota Tacoma Base

Buffalo, NY

UnscoredModerate · 26
$11,490123,068 mi

Comparison: 26 similar vehicles

Buffalo, NY

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Buffalo, NY

Fair PriceModerate · 32
$11,495119,500 mi

Market: $4,400 – $19,995

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 369 days listed (based on current market benchmarks)

Buffalo, NY

2010 Ford F-250 Super Duty XLT

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

2010 Ford F-250 Super Duty XLT

Buffalo, NY

UnscoredInsufficient · 3
$11,495136,000 mi

Comparison: 3 similar vehicles

Buffalo, NY

2011 Honda Ridgeline RTS

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

2011 Honda Ridgeline RTS

Buffalo, NY

UnscoredInsufficient · 0
$11,89584,000 mi

Buffalo, NY

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Bergen, NY

Salvage title
$11,995124,811 mi

Bergen, NY

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Lockport, NY

UnscoredLimited · 15
$11,995133,627 mi

Comparison: 15 similar vehicles

Lockport, NY

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Lockport, NY

UnscoredModerate · 43
$11,995143,452 mi

Comparison: 43 similar vehicles

Lockport, NY

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Brockport, NY

UnscoredInsufficient · 0
$11,995177,250 mi

Brockport, NY

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Buffalo, NY

Fair PriceRobust · 55
$11,995112,000 mi

Market: $4,295 – $16,047

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Buffalo, NY

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Amherst, NY

UnscoredInsufficient · 0
$11,99696,803 mi

Amherst, NY

2016 Ford F-450 Super Duty Chassis Cab XLT

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

2016 Ford F-450 Super Duty Chassis Cab XLT

Rochester, NY

UnscoredInsufficient · 0
$12,00097,611 mi

Rochester, NY

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

Rochester, NY

UnscoredInsufficient · 3
$12,000146,000 mi

Comparison: 3 similar vehicles

Rochester, NY

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Attica, NY

UnscoredInsufficient · 0
$12,07550,339 mi

Attica, NY

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Spencerport, NY

UnscoredInsufficient · 3
$12,295184,500 mi

Comparison: 3 similar vehicles

Spencerport, NY

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Buffalo, NY

UnscoredInsufficient · 3
$12,49563,000 mi

Comparison: 3 similar vehicles

Buffalo, NY

2007 Chevrolet Silverado Classic 2500HD LT1

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

2007 Chevrolet Silverado Classic 2500HD LT1

Buffalo, NY

UnscoredInsufficient · 0
$12,500184,625 mi

Buffalo, NY

2002 Ford F-350 Super Duty Lariat

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

2002 Ford F-350 Super Duty Lariat

Springville, NY

UnscoredInsufficient · 0
$12,899209,100 mi

Springville, NY

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Alden, NY

Fair PriceLimited · 18
$12,970106,869 mi

Market: $5,995 – $16,413

Comparison: 18 similar vehicles

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

Alden, NY

2017 Honda Ridgeline RTL-E

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

2017 Honda Ridgeline RTL-E

Spencerport, NY

UnscoredLimited · 6
$12,995183,000 mi

Comparison: 6 similar vehicles

Spencerport, NY

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Buffalo, NY

Fair PriceLimited · 10
$12,99586,396 mi

Market: $6,995 – $16,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Buffalo, NY

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Spencerport, NY

UnscoredLimited · 5
$12,995147,596 mi

Comparison: 5 similar vehicles

Spencerport, 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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