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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2012 Nissan Altima S

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

2012 Nissan Altima S

Cincinnati, OH

UnscoredLimited · 9
$1,500Mileage not verified

Comparison: 9 similar vehicles

Cincinnati, OH

2010 Cadillac Professional Chassis

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

2010 Cadillac Professional Chassis

Cincinnati, OH

UnscoredInsufficient · 0
$1,55541,555 mi

Cincinnati, OH

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Dayton, OH

UnscoredModerate · 21
$1,599230,222 mi

Comparison: 21 similar vehicles

Dayton, OH

2000 Cadillac Professional Chassis

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

2000 Cadillac Professional Chassis

Cincinnati, OH

UnscoredInsufficient · 0
$1,77548,792 mi

Cincinnati, OH

2008 Hyundai Accent GS

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

2008 Hyundai Accent GS

Lebanon, OH

UnscoredInsufficient · 0
$1,898198,893 mi

Lebanon, OH

No Photo

2009 Scion xB Base

Cincinnati, OH

UnscoredLimited · 7
$1,900196,921 mi

Comparison: 7 similar vehicles

Cincinnati, OH

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Arcanum, OH

UnscoredInsufficient · 0
$1,900189,988 mi

Arcanum, OH

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Cincinnati, OH

UnscoredModerate · 23
$1,992192,967 mi

Comparison: 23 similar vehicles

Cincinnati, OH

No Photo

2008 Pontiac G6 1SV

Fairfield, OH

UnscoredInsufficient · 0
$1,995Mileage not verified

Fairfield, OH

2003 Ford Taurus SE

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

2003 Ford Taurus SE

Union City, OH

UnscoredInsufficient · 0
$1,995115,947 mi

Union City, OH

1990 Geo Prizm

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

1990 Geo Prizm

Beavercreek, OH

UnscoredInsufficient · 0
$1,995168,000 mi

Beavercreek, OH

2004 Buick Century Base

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

2004 Buick Century Base

Cincinnati, OH

UnscoredInsufficient · 0
$2,150Mileage not verified

Cincinnati, OH

2006 Dodge Grand Caravan SXT

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

2006 Dodge Grand Caravan SXT

South Lebanon, OH

UnscoredInsufficient · 3
$2,200164,536 mi

Comparison: 3 similar vehicles

South Lebanon, OH

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

West Chester, OH

UnscoredLimited · 17
$2,200241,223 mi

Comparison: 17 similar vehicles

West Chester, OH

2001 Buick Century Custom

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

2001 Buick Century Custom

Fairfield, OH

UnscoredInsufficient · 0
$2,200179,852 mi

Fairfield, OH

1996 Dodge Dakota SPORT

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

1996 Dodge Dakota SPORT

Cincinnati, OH

UnscoredInsufficient · 0
$2,200108,867 mi

Cincinnati, OH

2002 Cadillac Professional Chassis

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

2002 Cadillac Professional Chassis

Cincinnati, OH

UnscoredInsufficient · 0
$2,27551,749 mi

Cincinnati, OH

2005 Jaguar X-Type

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

2005 Jaguar X-Type

Cincinnati, OH

UnscoredInsufficient · 0
$2,277170,295 mi

Cincinnati, OH

2007 Honda CR-V EX

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

2007 Honda CR-V EX

Cincinnati, OH

UnscoredInsufficient · 4
$2,299151,022 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2001 Chevrolet Suburban Base

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

2001 Chevrolet Suburban Base

Milford, OH

UnscoredInsufficient · 0
$2,373202,743 mi

Milford, OH

2008 Nissan Armada SE

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

2008 Nissan Armada SE

Lebanon, OH

UnscoredInsufficient · 0
$2,397215,318 mi

Lebanon, OH

No Photo

2009 Acura MDX Base

Cincinnati, OH

UnscoredInsufficient · 0
$2,399195,527 mi

Cincinnati, OH

2008 Hyundai Veracruz SE

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

2008 Hyundai Veracruz SE

Milford, OH

UnscoredInsufficient · 0
$2,414190,484 mi

Milford, OH

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Hamilton, OH

UnscoredLimited · 15
$2,488156,254 mi

Comparison: 15 similar vehicles

Hamilton, OH

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Hamilton, OH

UnscoredLimited · 6
$2,495251,611 mi

Comparison: 6 similar vehicles

Hamilton, OH

2003 Honda Civic LX

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

2003 Honda Civic LX

Troy, OH

UnscoredInsufficient · 3
$2,495285,409 mi

Comparison: 3 similar vehicles

Troy, OH

2009 Pontiac G6

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

2009 Pontiac G6

Dayton, OH

Fair PriceModerate · 23
$2,499110,448 mi

Market: $2,300 – $6,895

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Dayton, OH

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Arcanum, OH

UnscoredInsufficient · 3
$2,500219,760 mi

Comparison: 3 similar vehicles

Arcanum, OH

2004 Toyota Sequoia Limited

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

2004 Toyota Sequoia Limited

Cincinnati, OH

UnscoredLimited · 6
$2,500284,163 mi

Comparison: 6 similar vehicles

Cincinnati, OH

2003 Cadillac Professional Chassis

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

2003 Cadillac Professional Chassis

Cincinnati, OH

UnscoredInsufficient · 0
$2,50051,555 mi

Cincinnati, OH

2002 GMC Envoy SLE

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

2002 GMC Envoy SLE

Fairfield, OH

UnscoredInsufficient · 0
$2,500174,052 mi

Fairfield, OH

2003 Nissan Altima S

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

2003 Nissan Altima S

Cincinnati, OH

UnscoredInsufficient · 0
$2,577198,040 mi

Cincinnati, OH

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Cleves, OH

UnscoredLimited · 5
$2,595172,000 mi

Comparison: 5 similar vehicles

Cleves, OH

2006 Mazda MAZDA6 i

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

2006 Mazda MAZDA6 i

Goshen, OH

UnscoredInsufficient · 0
$2,595160,154 mi

Goshen, OH

2006 Ford Fusion SE

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

2006 Ford Fusion SE

South Lebanon, OH

UnscoredInsufficient · 4
$2,595266,277 mi

Comparison: 4 similar vehicles

South Lebanon, OH

2012 GMC Terrain SLT-2

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

2012 GMC Terrain SLT-2

Hamilton, OH

UnscoredLimited · 15
$2,650227,410 mi

Comparison: 15 similar vehicles

Hamilton, OH

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

Cincinnati, OH

UnscoredLimited · 7
$2,650160,229 mi

Comparison: 7 similar vehicles

Cincinnati, OH

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Cincinnati, OH

UnscoredLimited · 8
$2,650243,218 mi

Comparison: 8 similar vehicles

Cincinnati, OH

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Cincinnati, OH

UnscoredLimited · 18
$2,700204,537 mi

Comparison: 18 similar vehicles

Cincinnati, OH

2002 Cadillac Professional Chassis

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

2002 Cadillac Professional Chassis

Cincinnati, OH

UnscoredInsufficient · 0
$2,70054,000 mi

Cincinnati, OH

2005 BMW X3 3.0i

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

2005 BMW X3 3.0i

Cincinnati, OH

UnscoredInsufficient · 0
$2,750239,909 mi

Cincinnati, OH

2008 Chevrolet Suburban LS

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

2008 Chevrolet Suburban LS

Cincinnati, OH

UnscoredInsufficient · 3
$2,800218,589 mi

Comparison: 3 similar vehicles

Cincinnati, OH

1998 Honda Civic LX

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

1998 Honda Civic LX

Middletown, OH

UnscoredInsufficient · 0
$2,800251,866 mi

Middletown, OH

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Cincinnati, OH

UnscoredInsufficient · 0
$2,850176,741 mi

Cincinnati, OH

2005 Saab 9-3 Arc

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

2005 Saab 9-3 Arc

Cincinnati, OH

UnscoredInsufficient · 0
$2,877196,618 mi

Cincinnati, OH

2001 Mercedes-Benz CLK CLK430

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

2001 Mercedes-Benz CLK CLK430

Cincinnati, OH

UnscoredInsufficient · 0
$2,877153,296 mi

Cincinnati, OH

2011 Ford Fusion S

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

2011 Ford Fusion S

Dayton, OH

UnscoredInsufficient · 0
$2,899223,006 mi

Dayton, OH

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

Dayton, OH

UnscoredLimited · 12
$2,899294,000 mi

Comparison: 12 similar vehicles

Dayton, OH

2014 Chevrolet Traverse LS

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

2014 Chevrolet Traverse LS

Hamilton, OH

UnscoredLimited · 5
$2,900230,842 mi

Comparison: 5 similar vehicles

Hamilton, OH

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Cincinnati, OH

UnscoredLimited · 7
$2,900174,291 mi

Comparison: 7 similar vehicles

Cincinnati, OH

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 manage their profile, 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, exports, and enhanced merchandising.
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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