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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

30,804 listings found

No Photo

2010 Ford Fusion SE

Hamilton, OH

UnscoredModerate · 35
$1,200123,100 mi

Comparison: 35 similar vehicles

Hamilton, OH

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Columbus, OH

UnscoredModerate · 45
$1,393337,641 mi

Comparison: 45 similar vehicles

Columbus, OH

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

Columbus, OH

UnscoredLimited · 9
$1,400Mileage not verified

Comparison: 9 similar vehicles

Columbus, OH

No Photo

2011 Ford Fusion SE

Cleveland, OH

UnscoredLimited · 7
$1,495185,627 mi

Comparison: 7 similar vehicles

Cleveland, OH

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Greenfield, OH

UnscoredModerate · 41
$1,500198,115 mi

Comparison: 41 similar vehicles

Greenfield, OH

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 · 6
$1,500Mileage not verified

Comparison: 6 similar vehicles

Cincinnati, OH

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Hamilton, OH

UnscoredLimited · 8
$1,500121,000 mi

Comparison: 8 similar vehicles

Hamilton, OH

2005 Ford Focus ZX4 S

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

2005 Ford Focus ZX4 S

New Richmond, OH

UnscoredInsufficient · 0
$1,50094,258 mi

New Richmond, OH

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Toledo, OH

UnscoredModerate · 21
$1,600100,785 mi

Comparison: 21 similar vehicles

Toledo, OH

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Columbus, OH

UnscoredLimited · 11
$1,650208,312 mi

Comparison: 11 similar vehicles

Columbus, OH

2008 Mitsubishi Galant ES

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

2008 Mitsubishi Galant ES

Cincinnati, OH

UnscoredInsufficient · 0
$1,695229,808 mi

Cincinnati, OH

No Photo

2009 Honda Civic LX

Cincinnati, OH

UnscoredModerate · 24
$1,699179,641 mi

Comparison: 24 similar vehicles

Cincinnati, OH

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Columbus, OH

UnscoredRobust · 52
$1,700Mileage not verified

Comparison: 52 similar vehicles

Columbus, OH

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Carrollton, OH

UnscoredLimited · 14
$1,700170,859 mi

Comparison: 14 similar vehicles

Carrollton, OH

2006 Ford Focus ZX4 SES

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

2006 Ford Focus ZX4 SES

South Euclid, OH

UnscoredInsufficient · 0
$1,700152,585 mi

South Euclid, OH

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Lancaster, OH

UnscoredLimited · 5
$1,750150,987 mi

Comparison: 5 similar vehicles

Lancaster, OH

2004 Pontiac Grand Am SE1

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

2004 Pontiac Grand Am SE1

Lancaster, OH

UnscoredInsufficient · 0
$1,750157,875 mi

Lancaster, OH

2002 Chevrolet Impala LS

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

2002 Chevrolet Impala LS

Cleveland, OH

UnscoredInsufficient · 0
$1,795181,774 mi

Cleveland, OH

No Photo

2011 Chevrolet Cruze LS

Cincinnati, OH

UnscoredLimited · 13
$1,799149,167 mi

Comparison: 13 similar vehicles

Cincinnati, OH

2007 Honda Civic EX

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

2007 Honda Civic EX

Galloway, OH

UnscoredLimited · 16
$1,850305,898 mi

Comparison: 16 similar vehicles

Galloway, OH

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Cleveland, OH

UnscoredLimited · 14
$1,900182,429 mi

Comparison: 14 similar vehicles

Cleveland, OH

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Cleveland, OH

UnscoredInsufficient · 4
$1,900102,833 mi

Comparison: 4 similar vehicles

Cleveland, 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

2002 Chrysler Concorde LXI

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

2002 Chrysler Concorde LXI

Wauseon, OH

UnscoredInsufficient · 0
$1,900195,877 mi

Wauseon, OH

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Columbus, OH

UnscoredInsufficient · 3
$1,950277,360 mi

Comparison: 3 similar vehicles

Columbus, OH

2000 Lexus ES 300

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

2000 Lexus ES 300

Cincinnati, OH

UnscoredInsufficient · 4
$1,977245,702 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2005 Ford Five Hundred Limited

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

2005 Ford Five Hundred Limited

Athens, OH

UnscoredInsufficient · 0
$1,988170,000 mi

Athens, OH

2004 Honda Accord LX

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

2004 Honda Accord LX

Perry, OH

UnscoredInsufficient · 0
$1,990273,691 mi

Perry, OH

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Eastlake, OH

UnscoredLimited · 7
$1,995111,920 mi

Comparison: 7 similar vehicles

Eastlake, OH

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Youngstown, OH

UnscoredInsufficient · 3
$1,995215,750 mi

Comparison: 3 similar vehicles

Youngstown, OH

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Eastlake, OH

UnscoredLimited · 16
$1,995194,449 mi

Comparison: 16 similar vehicles

Eastlake, OH

No Photo

2008 Pontiac G6 1SV

Fairfield, OH

UnscoredInsufficient · 0
$1,995Mileage not verified

Fairfield, OH

2008 Kia Spectra SX

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

2008 Kia Spectra SX

Mansfield, OH

UnscoredInsufficient · 0
$1,995166,845 mi

Mansfield, OH

2006 Saturn ION 2

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

2006 Saturn ION 2

Mansfield, OH

UnscoredInsufficient · 0
$1,995177,341 mi

Mansfield, OH

2004 Mercury Grand Marquis LS

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

2004 Mercury Grand Marquis LS

Ashtabula, OH

UnscoredInsufficient · 0
$1,995213,000 mi

Ashtabula, 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

1999 Pontiac Grand Am GT

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

1999 Pontiac Grand Am GT

Eastlake, OH

UnscoredInsufficient · 0
$1,995216,006 mi

Eastlake, OH

2012 Honda Civic LX

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

2012 Honda Civic LX

Cincinnati, OH

UnscoredModerate · 40
$1,999221,732 mi

Comparison: 40 similar vehicles

Cincinnati, OH

No Photo

2009 Honda Accord EX-L

Cincinnati, OH

UnscoredLimited · 7
$1,999116,560 mi

Comparison: 7 similar vehicles

Cincinnati, OH

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Dresden, OH

UnscoredModerate · 23
$1,999196,793 mi

Comparison: 23 similar vehicles

Dresden, OH

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Cleveland, OH

UnscoredLimited · 11
$1,999165,000 mi

Comparison: 11 similar vehicles

Cleveland, OH

2004 Mazda MAZDA3 S

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

2004 Mazda MAZDA3 S

Newark, OH

UnscoredInsufficient · 0
$1,999120,558 mi

Newark, OH

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Medina, OH

UnscoredInsufficient · 4
$2,000127,999 mi

Comparison: 4 similar vehicles

Medina, OH

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Geneva, OH

UnscoredModerate · 21
$2,000164,850 mi

Comparison: 21 similar vehicles

Geneva, OH

No Photo

2013 Nissan Maxima SV

Akron, OH

UnscoredLimited · 10
$2,000124,000 mi

Comparison: 10 similar vehicles

Akron, OH

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Galloway, OH

UnscoredLimited · 11
$2,000262,518 mi

Comparison: 11 similar vehicles

Galloway, OH

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Lancaster, OH

UnscoredModerate · 29
$2,000179,744 mi

Comparison: 29 similar vehicles

Lancaster, OH

No Photo

2008 Lexus ES 350

Cincinnati, OH

UnscoredInsufficient · 3
$2,000169,155 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2010 Ford Focus SES

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

2010 Ford Focus SES

Perry, OH

UnscoredInsufficient · 3
$2,099208,000 mi

Comparison: 3 similar vehicles

Perry, OH

2016 Hyundai Elantra SE

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

2016 Hyundai Elantra SE

Amelia, OH

UnscoredLimited · 9
$2,150178,880 mi

Comparison: 9 similar vehicles

Amelia, 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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