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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

706 listings found

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Anderson, IN

UnscoredLimited · 6
$2,200197,230 mi

Comparison: 6 similar vehicles

Anderson, IN

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 · 16
$2,488156,254 mi

Comparison: 16 similar vehicles

Hamilton, OH

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Hamilton, OH

UnscoredInsufficient · 0
$2,49590,690 mi

Hamilton, OH

2006 Mitsubishi Eclipse GS

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

2006 Mitsubishi Eclipse GS

Carlisle, OH

UnscoredInsufficient · 0
$2,695121,231 mi

Carlisle, OH

1999 Pontiac Firebird Base

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

1999 Pontiac Firebird Base

Fairfield, OH

UnscoredInsufficient · 0
$2,900166,616 mi

Fairfield, OH

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Indianapolis, IN

UnscoredLimited · 17
$3,500130,300 mi

Comparison: 17 similar vehicles

Indianapolis, IN

2009 Audi A5 Base

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

2009 Audi A5 Base

Anderson, IN

UnscoredInsufficient · 0
$3,500260,487 mi

Anderson, IN

2006 Honda Civic LX

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

2006 Honda Civic LX

Cincinnati, OH

UnscoredLimited · 13
$3,900190,848 mi

Comparison: 13 similar vehicles

Cincinnati, OH

2011 Honda Civic EX-L

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

2011 Honda Civic EX-L

Cincinnati, OH

UnscoredInsufficient · 0
$3,980158,224 mi

Cincinnati, OH

2009 Honda Civic EX

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

2009 Honda Civic EX

Cincinnati, OH

UnscoredModerate · 46
$3,999220,939 mi

Comparison: 46 similar vehicles

Cincinnati, OH

2014 Kia Forte Koup EX

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

2014 Kia Forte Koup EX

Liberty Township, OH

UnscoredInsufficient · 0
$4,300103,189 mi

Liberty Township, OH

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Fairfield, OH

UnscoredInsufficient · 3
$4,857134,388 mi

Comparison: 3 similar vehicles

Fairfield, OH

No Photo

2006 Ford Mustang GT Deluxe

Fairfield, OH

UnscoredLimited · 5
$4,895285,336 mi

Comparison: 5 similar vehicles

Fairfield, OH

No Photo

2005 Scion tC Base

Fairfield, OH

UnscoredInsufficient · 0
$4,895179,957 mi

Fairfield, OH

2010 Kia Forte Koup EX

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

2010 Kia Forte Koup EX

West Chester, OH

UnscoredInsufficient · 0
$4,990137,735 mi

West Chester, OH

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

Cincinnati, OH

Salvage title
$4,995137,976 mi

Cincinnati, OH

1997 Ford Mustang Base

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

1997 Ford Mustang Base

Indianapolis, IN

UnscoredInsufficient · 0
$4,99545,219 mi

Indianapolis, IN

2012 Honda Civic EX

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

2012 Honda Civic EX

Fairfield, OH

UnscoredLimited · 7
$4,999224,685 mi

Comparison: 7 similar vehicles

Fairfield, OH

2010 Scion tC Base

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

2010 Scion tC Base

Anderson, IN

UnscoredInsufficient · 4
$5,490136,750 mi

Comparison: 4 similar vehicles

Anderson, IN

2007 Honda Civic LX

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

2007 Honda Civic LX

Cincinnati, OH

UnscoredInsufficient · 4
$5,495155,949 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2011 Dodge Challenger SE

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

2011 Dodge Challenger SE

Hamilton, OH

UnscoredLimited · 6
$5,500245,428 mi

Comparison: 6 similar vehicles

Hamilton, OH

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Mason, OH

UnscoredInsufficient · 0
$5,500175,263 mi

Mason, OH

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Cincinnati, OH

Salvage title
$5,780179,967 mi

Cincinnati, OH

2005 Honda Civic EX

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

2005 Honda Civic EX

Cincinnati, OH

UnscoredInsufficient · 3
$5,795189,642 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Cincinnati, OH

UnscoredLimited · 7
$5,800190,345 mi

Comparison: 7 similar vehicles

Cincinnati, OH

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Anderson, IN

Fair PriceLimited · 10
$5,900118,912 mi

Market: $4,493 – $9,235

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Anderson, IN

2016 Scion tC Base

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

2016 Scion tC Base

Hamilton, OH

UnscoredInsufficient · 0
$5,999212,999 mi

Hamilton, OH

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Mason, OH

UnscoredInsufficient · 4
$6,393120,107 mi

Comparison: 4 similar vehicles

Mason, OH

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Chesterfield, IN

OverpricedLimited · 18
$6,45083,000 mi

Market: $1,900 – $6,334

Comparison: 18 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Chesterfield, IN

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Brookville, OH

UnscoredLimited · 5
$6,495113,341 mi

Comparison: 5 similar vehicles

Brookville, OH

2013 Honda Civic LX

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

2013 Honda Civic LX

Cincinnati, OH

UnscoredLimited · 8
$6,995167,203 mi

Comparison: 8 similar vehicles

Cincinnati, OH

2013 Scion tC Base

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

2013 Scion tC Base

Hamilton, OH

UnscoredLimited · 6
$6,995113,874 mi

Comparison: 6 similar vehicles

Hamilton, OH

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Cincinnati, OH

UnscoredInsufficient · 0
$6,995113,230 mi

Cincinnati, OH

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

Hamilton, OH

UnscoredInsufficient · 4
$6,999122,515 mi

Comparison: 4 similar vehicles

Hamilton, OH

2008 Ford Mustang Deluxe

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

2008 Ford Mustang Deluxe

Indianapolis, IN

UnscoredLimited · 7
$7,000118,456 mi

Comparison: 7 similar vehicles

Indianapolis, IN

2008 Ford Mustang Deluxe

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

2008 Ford Mustang Deluxe

Indianapolis, IN

UnscoredLimited · 7
$7,000116,774 mi

Comparison: 7 similar vehicles

Indianapolis, IN

2013 BMW 1 Series 128i

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

2013 BMW 1 Series 128i

Moraine, OH

UnscoredLimited · 5
$7,43288,994 mi

Comparison: 5 similar vehicles

Moraine, OH

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

West Chester, OH

UnscoredModerate · 31
$7,433187,463 mi

Comparison: 31 similar vehicles

West Chester, OH

2009 Nissan Altima SE

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

2009 Nissan Altima SE

Cincinnati, OH

UnscoredInsufficient · 0
$7,500116,000 mi

Cincinnati, OH

2013 Kia Forte Koup EX

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

2013 Kia Forte Koup EX

Taylorsville, IN

UnscoredInsufficient · 0
$7,75098,550 mi

Taylorsville, IN

2015 Mercedes-Benz C-Class C350 Sport

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

2015 Mercedes-Benz C-Class C350 Sport

Cincinnati, OH

UnscoredInsufficient · 0
$7,900128,562 mi

Cincinnati, OH

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Indianapolis, IN

UnscoredLimited · 9
$7,900187,789 mi

Comparison: 9 similar vehicles

Indianapolis, IN

2013 MINI Cooper Base

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

2013 MINI Cooper Base

Anderson, IN

Fair PriceLimited · 12
$7,99097,750 mi

Market: $4,995 – $10,990

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Anderson, IN

2015 Mercedes-Benz C-Class C250 Sport

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

2015 Mercedes-Benz C-Class C250 Sport

Fairfield, OH

UnscoredInsufficient · 0
$7,99594,000 mi

Fairfield, 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 · 43
$7,995126,976 mi

Comparison: 43 similar vehicles

Cincinnati, OH

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Hamilton, OH

UnscoredInsufficient · 0
$7,995106,136 mi

Hamilton, OH

2005 Ford Mustang GT Premium

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

2005 Ford Mustang GT Premium

Middletown, OH

UnscoredInsufficient · 4
$7,995158,322 mi

Comparison: 4 similar vehicles

Middletown, OH

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Connersville, IN

UnscoredInsufficient · 0
$7,99538,659 mi

Connersville, IN

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

Hamilton, OH

UnscoredInsufficient · 4
$7,999103,020 mi

Comparison: 4 similar vehicles

Hamilton, OH

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Cincinnati, OH

UnscoredInsufficient · 0
$8,245158,833 mi

Cincinnati, OH

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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