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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

3,220 listings found

2004 Honda Civic LX

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

2004 Honda Civic LX

Troy, NY

UnscoredLimited · 5
$2,800200,000 mi

Comparison: 5 similar vehicles

Troy, NY

2001 Toyota Camry LE

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

2001 Toyota Camry LE

West Rutland, VT

UnscoredInsufficient · 0
$2,995119,778 mi

West Rutland, VT

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Albany, NY

UnscoredLimited · 8
$3,000173,441 mi

Comparison: 8 similar vehicles

Albany, NY

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Troy, NY

UnscoredLimited · 10
$3,200167,500 mi

Comparison: 10 similar vehicles

Troy, NY

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Albany, NY

UnscoredModerate · 21
$3,500146,604 mi

Comparison: 21 similar vehicles

Albany, NY

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

West Rutland, VT

UnscoredModerate · 34
$3,995187,049 mi

Comparison: 34 similar vehicles

West Rutland, VT

2013 Nissan Versa Sedan S

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

2013 Nissan Versa Sedan S

Schenectady, NY

UnscoredInsufficient · 3
$3,995179,961 mi

Comparison: 3 similar vehicles

Schenectady, NY

2008 Buick LaCrosse CXL

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

2008 Buick LaCrosse CXL

West Rutland, VT

UnscoredInsufficient · 0
$3,995160,322 mi

West Rutland, VT

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Valley Falls, NY

UnscoredModerate · 31
$4,500150,100 mi

Comparison: 31 similar vehicles

Valley Falls, NY

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Schenectady, NY

UnscoredLimited · 15
$4,500188,025 mi

Comparison: 15 similar vehicles

Schenectady, NY

2010 Toyota Camry Base

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

2010 Toyota Camry Base

Albany, NY

UnscoredLimited · 5
$4,500280,398 mi

Comparison: 5 similar vehicles

Albany, NY

2008 Toyota Camry Base

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

2008 Toyota Camry Base

Albany, NY

UnscoredInsufficient · 0
$4,500Mileage not verified

Albany, NY

2013 Mercedes-Benz C-Class C300 Luxury

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

2013 Mercedes-Benz C-Class C300 Luxury

Rensselaer, NY

UnscoredLimited · 18
$4,550186,720 mi

Comparison: 18 similar vehicles

Rensselaer, NY

2010 Toyota Camry SE

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

2010 Toyota Camry SE

Troy, NY

UnscoredLimited · 5
$4,550269,750 mi

Comparison: 5 similar vehicles

Troy, NY

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Nelliston, NY

UnscoredInsufficient · 0
$4,90092,700 mi

Nelliston, NY

2016 Ford Focus SE

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

2016 Ford Focus SE

West Rutland, VT

UnscoredModerate · 30
$4,995190,856 mi

Comparison: 30 similar vehicles

West Rutland, VT

2015 Nissan Altima SL

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

2015 Nissan Altima SL

West Rutland, VT

UnscoredRobust · 51
$4,995253,445 mi

Comparison: 51 similar vehicles

West Rutland, VT

2013 Ford Fusion SE Hybrid

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

2013 Ford Fusion SE Hybrid

West Rutland, VT

UnscoredLimited · 6
$4,995222,825 mi

Comparison: 6 similar vehicles

West Rutland, VT

2009 Nissan Maxima S

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

2009 Nissan Maxima S

Pownal, VT

UnscoredInsufficient · 0
$4,995141,831 mi

Pownal, VT

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Schenectady, NY

UnscoredInsufficient · 0
$4,99551,396 mi

Schenectady, NY

2008 Hyundai Elantra GLS

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

2008 Hyundai Elantra GLS

Glenmont, NY

UnscoredLimited · 8
$4,995123,150 mi

Comparison: 8 similar vehicles

Glenmont, NY

2005 Cadillac CTS Base

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

2005 Cadillac CTS Base

Schenectady, NY

UnscoredInsufficient · 0
$4,995129,509 mi

Schenectady, NY

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Schenectady, NY

Fair PriceModerate · 44
$4,999108,000 mi

Market: $2,800 – $12,295

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 491 days listed (based on current market benchmarks)

Schenectady, NY

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Stillwater, NY

UnscoredModerate · 37
$4,999158,052 mi

Comparison: 37 similar vehicles

Stillwater, NY

2008 Ford Focus SE

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

2008 Ford Focus SE

Schenectady, NY

Fair PriceLimited · 11
$4,99993,301 mi

Market: $2,995 – $7,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 158 days listed (based on current market benchmarks)

Schenectady, NY

2006 BMW 5 Series 525i

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

2006 BMW 5 Series 525i

Schenectady, NY

UnscoredInsufficient · 0
$4,999139,820 mi

Schenectady, NY

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Schenectady, NY

Fair PriceRobust · 90
$5,000105,000 mi

Market: $2,400 – $11,295

Comparison: 90 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 363 days listed (based on current market benchmarks)

Schenectady, NY

2012 Nissan Altima S

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

2012 Nissan Altima S

Albany, NY

UnscoredInsufficient · 4
$5,000138,028 mi

Comparison: 4 similar vehicles

Albany, NY

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Albany, NY

UnscoredLimited · 8
$5,000158,312 mi

Comparison: 8 similar vehicles

Albany, NY

2008 BMW 5 Series 528xi

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

2008 BMW 5 Series 528xi

Albany, NY

UnscoredInsufficient · 0
$5,000212,005 mi

Albany, NY

2005 Mercedes-Benz E-Class E320 4Matic

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

2005 Mercedes-Benz E-Class E320 4Matic

Troy, NY

UnscoredInsufficient · 4
$5,200133,850 mi

Comparison: 4 similar vehicles

Troy, NY

2013 Nissan Sentra SL

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

2013 Nissan Sentra SL

Glenmont, NY

UnscoredInsufficient · 3
$5,495150,548 mi

Comparison: 3 similar vehicles

Glenmont, NY

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Glenmont, NY

UnscoredModerate · 37
$5,495149,512 mi

Comparison: 37 similar vehicles

Glenmont, NY

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Schenectady, NY

UnscoredLimited · 6
$5,495163,800 mi

Comparison: 6 similar vehicles

Schenectady, NY

2010 Nissan Sentra SR

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

2010 Nissan Sentra SR

Stillwater, NY

UnscoredLimited · 7
$5,49992,493 mi

Comparison: 7 similar vehicles

Stillwater, NY

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Schenectady, NY

UnscoredModerate · 29
$5,499130,553 mi

Comparison: 29 similar vehicles

Schenectady, NY

1999 Oldsmobile Aurora Base

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

1999 Oldsmobile Aurora Base

Albany, NY

UnscoredInsufficient · 0
$5,49972,897 mi

Albany, NY

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Schenectady, NY

UnscoredModerate · 44
$5,500129,000 mi

Comparison: 44 similar vehicles

Schenectady, NY

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Troy, NY

UnscoredModerate · 41
$5,750144,100 mi

Comparison: 41 similar vehicles

Troy, NY

2016 Buick Verano 1SD

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

2016 Buick Verano 1SD

Castleton-on-Hudson, NY

UnscoredInsufficient · 4
$5,795145,808 mi

Comparison: 4 similar vehicles

Castleton-on-Hudson, NY

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Schenectady, NY

UnscoredModerate · 47
$5,900151,223 mi

Comparison: 47 similar vehicles

Schenectady, NY

2010 Toyota Camry XLE

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

2010 Toyota Camry XLE

Troy, NY

UnscoredLimited · 16
$5,950180,900 mi

Comparison: 16 similar vehicles

Troy, NY

2007 Audi A6 Base

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

2007 Audi A6 Base

Troy, NY

UnscoredInsufficient · 0
$5,950139,750 mi

Troy, NY

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Rensselaer, NY

Fair PriceLimited · 14
$5,988102,000 mi

Market: $3,899 – $10,960

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Rensselaer, NY

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Wilton, NY

UnscoredLimited · 5
$5,994157,535 mi

Comparison: 5 similar vehicles

Wilton, NY

2016 Scion iA Base

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

2016 Scion iA Base

Schenectady, NY

UnscoredLimited · 14
$5,995190,386 mi

Comparison: 14 similar vehicles

Schenectady, NY

2016 Hyundai Accent SE

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

2016 Hyundai Accent SE

Rensselaer, NY

UnscoredModerate · 27
$5,995141,145 mi

Comparison: 27 similar vehicles

Rensselaer, NY

2015 Nissan Altima S

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

2015 Nissan Altima S

Rensselaer, NY

UnscoredInsufficient · 3
$5,995156,445 mi

Comparison: 3 similar vehicles

Rensselaer, NY

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Pittsfield, MA

UnscoredLimited · 9
$5,995141,593 mi

Comparison: 9 similar vehicles

Pittsfield, MA

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Schenectady, NY

UnscoredModerate · 21
$5,995129,181 mi

Comparison: 21 similar vehicles

Schenectady, 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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