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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

2,193 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

2011 Nissan Versa Base

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

2011 Nissan Versa Base

Lockport, NY

UnscoredInsufficient · 0
$3,250103,000 mi

Lockport, 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

1998 Toyota Camry CE

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

1998 Toyota Camry CE

Lockport, NY

UnscoredInsufficient · 0
$3,800157,000 mi

Lockport, 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

2011 Mercury Milan Base

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

2011 Mercury Milan Base

Lockport, NY

UnscoredInsufficient · 0
$3,995104,000 mi

Lockport, NY

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Lockport, NY

UnscoredInsufficient · 0
$4,200137,000 mi

Lockport, NY

2011 Subaru Impreza 2.5i

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

2011 Subaru Impreza 2.5i

Lockport, NY

UnscoredInsufficient · 0
$4,600170,000 mi

Lockport, NY

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Lockport, NY

UnscoredInsufficient · 4
$4,600144,000 mi

Comparison: 4 similar vehicles

Lockport, NY

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Lockport, NY

UnscoredLimited · 5
$4,699101,000 mi

Comparison: 5 similar vehicles

Lockport, 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

1999 Cadillac Seville STS

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

1999 Cadillac Seville STS

Spencerport, NY

UnscoredInsufficient · 0
$4,79585,000 mi

Spencerport, NY

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Holley, NY

UnscoredInsufficient · 3
$4,899109,891 mi

Comparison: 3 similar vehicles

Holley, 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

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Akron, NY

UnscoredInsufficient · 0
$4,99958,700 mi

Akron, NY

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Lockport, NY

UnscoredModerate · 24
$5,000133,000 mi

Comparison: 24 similar vehicles

Lockport, 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

2014 Chrysler 200 Limited

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

2014 Chrysler 200 Limited

Lockport, NY

Fair PriceLimited · 10
$5,29989,000 mi

Market: $3,677 – $10,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Lockport, 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

2009 Nissan Sentra SR

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

2009 Nissan Sentra SR

North Tonawanda, NY

UnscoredInsufficient · 0
$5,88084,229 mi

North Tonawanda, NY

2003 Chevrolet Impala Base

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

2003 Chevrolet Impala Base

Mount Morris, NY

UnscoredInsufficient · 0
$5,90098,000 mi

Mount Morris, NY

2014 Chevrolet Sonic LTZ

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

2014 Chevrolet Sonic LTZ

Niagara Falls, NY

UnscoredLimited · 6
$5,99587,560 mi

Comparison: 6 similar vehicles

Niagara Falls, 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

2015 Chevrolet Sonic LS

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

2015 Chevrolet Sonic LS

Spencerport, NY

UnscoredInsufficient · 0
$5,99982,000 mi

Spencerport, NY

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Lockport, NY

UnscoredLimited · 5
$6,000144,000 mi

Comparison: 5 similar vehicles

Lockport, NY

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Spencerport, NY

UnscoredLimited · 7
$6,071119,555 mi

Comparison: 7 similar vehicles

Spencerport, 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

2015 Volvo S80 T5 Premier Plus

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

2015 Volvo S80 T5 Premier Plus

Spencerport, NY

UnscoredInsufficient · 0
$6,495154,000 mi

Spencerport, NY

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Lockport, NY

Fair PriceLimited · 11
$6,495109,610 mi

Market: $2,995 – $8,436

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Lockport, NY

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Lockport, NY

UnscoredLimited · 15
$6,495122,375 mi

Comparison: 15 similar vehicles

Lockport, 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

2012 Volvo S60 T6

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

2012 Volvo S60 T6

Lockport, NY

UnscoredInsufficient · 0
$6,495Mileage not verified

Lockport, NY

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Bergen, NY

Salvage title
$6,50097,686 mi

Bergen, NY

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

2007 Buick Lucerne CX

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

2007 Buick Lucerne CX

Niagara Falls, NY

UnscoredInsufficient · 0
$6,79550,485 mi

Niagara Falls, NY

2015 Audi A3 Sedan Premium Plus

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

2015 Audi A3 Sedan Premium Plus

Holley, NY

UnscoredInsufficient · 0
$6,800169,552 mi

Holley, NY

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

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Tonawanda, NY

UnscoredLimited · 6
$6,99074,900 mi

Comparison: 6 similar vehicles

Tonawanda, NY

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

2015 Nissan Altima SV

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

2015 Nissan Altima SV

Lockport, NY

UnscoredModerate · 25
$6,995132,080 mi

Comparison: 25 similar vehicles

Lockport, 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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