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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 15, 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

3,934 listings found

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Dalton, GA

UnscoredInsufficient · 0
$1,990274,398 mi

Dalton, GA

2010 Honda Civic LX

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

2010 Honda Civic LX

Claxton, GA

Fair PriceModerate · 32
$2,500231,220 mi

Market: $2,500 – $11,995

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Claxton, GA

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Dallas, GA

Salvage title
$2,500212,880 mi

Dallas, GA

2001 Toyota Camry Solara SE

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

2001 Toyota Camry Solara SE

Eastman, GA

UnscoredInsufficient · 3
$2,800170,548 mi

Comparison: 3 similar vehicles

Eastman, GA

2009 Ford Focus SES

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

2009 Ford Focus SES

Dalton, GA

UnscoredInsufficient · 0
$2,900175,584 mi

Dalton, GA

2005 Scion tC Base

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

2005 Scion tC Base

Buford, GA

UnscoredLimited · 5
$2,995239,725 mi

Comparison: 5 similar vehicles

Buford, GA

1998 Mercedes-Benz CLK 320

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

1998 Mercedes-Benz CLK 320

Dalton, GA

UnscoredInsufficient · 0
$2,995183,978 mi

Dalton, GA

2012 Nissan Altima S

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

2012 Nissan Altima S

Griffin, GA

UnscoredLimited · 9
$3,000135,000 mi

Comparison: 9 similar vehicles

Griffin, GA

2008 Ford Focus SE

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

2008 Ford Focus SE

Eastman, GA

UnscoredInsufficient · 4
$3,299200,000 mi

Comparison: 4 similar vehicles

Eastman, GA

2003 Honda Accord EX

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

2003 Honda Accord EX

Savannah, GA

UnscoredLimited · 5
$3,300266,000 mi

Comparison: 5 similar vehicles

Savannah, GA

2008 Nissan Altima S

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

2008 Nissan Altima S

Eastman, GA

UnscoredLimited · 14
$3,499200,000 mi

Comparison: 14 similar vehicles

Eastman, GA

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Jonesboro, GA

UnscoredLimited · 5
$3,500177,299 mi

Comparison: 5 similar vehicles

Jonesboro, GA

2003 Mercedes-Benz CLK-Class CLK500

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

2003 Mercedes-Benz CLK-Class CLK500

Decatur, GA

UnscoredInsufficient · 0
$3,800207,421 mi

Decatur, GA

2002 Honda Accord SE

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

2002 Honda Accord SE

Lithia Springs, GA

UnscoredInsufficient · 3
$3,800215,806 mi

Comparison: 3 similar vehicles

Lithia Springs, GA

2007 Honda Civic LX

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

2007 Honda Civic LX

Snellville, GA

UnscoredLimited · 8
$3,842121,000 mi

Comparison: 8 similar vehicles

Snellville, GA

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Vidalia, GA

UnscoredInsufficient · 0
$3,850240,000 mi

Vidalia, GA

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

Doraville, GA

Salvage title
$3,899109,960 mi

Doraville, GA

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

Savannah, GA

UnscoredLimited · 9
$3,900217,047 mi

Comparison: 9 similar vehicles

Savannah, GA

2008 Scion tC Base

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

2008 Scion tC Base

Dalton, GA

UnscoredInsufficient · 0
$3,900187,681 mi

Dalton, GA

2007 Honda Civic LX

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

2007 Honda Civic LX

Decatur, GA

UnscoredLimited · 8
$3,900240,001 mi

Comparison: 8 similar vehicles

Decatur, GA

2003 Honda Accord EX

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

2003 Honda Accord EX

Lilburn, GA

UnscoredLimited · 11
$3,943211,742 mi

Comparison: 11 similar vehicles

Lilburn, GA

2005 Toyota Camry Solara SLE

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

2005 Toyota Camry Solara SLE

Dublin, GA

UnscoredInsufficient · 0
$3,950144,366 mi

Dublin, GA

2002 Honda Civic LX

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

2002 Honda Civic LX

Winder, GA

UnscoredLimited · 6
$3,950188,000 mi

Comparison: 6 similar vehicles

Winder, GA

2006 Honda Civic EX

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

2006 Honda Civic EX

Carrollton, GA

Fair PriceLimited · 15
$3,995329,992 mi

Market: $3,995 – $5,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Carrollton, GA

2008 Honda Accord EX

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

2008 Honda Accord EX

Eastman, GA

UnscoredInsufficient · 4
$4,299200,000 mi

Comparison: 4 similar vehicles

Eastman, GA

2005 Scion tC Base

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

2005 Scion tC Base

Fairburn, GA

UnscoredInsufficient · 3
$4,300172,044 mi

Comparison: 3 similar vehicles

Fairburn, GA

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

Union City, GA

UnscoredLimited · 11
$4,399182,674 mi

Comparison: 11 similar vehicles

Union City, GA

2010 Hyundai Genesis Coupe Base

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

2010 Hyundai Genesis Coupe Base

Warner Robins, GA

UnscoredInsufficient · 0
$4,499160,000 mi

Warner Robins, GA

2008 Scion tC Spec Package

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

2008 Scion tC Spec Package

Warner Robins, GA

UnscoredInsufficient · 0
$4,499155,000 mi

Warner Robins, GA

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Thomaston, GA

UnscoredModerate · 29
$4,500199,700 mi

Comparison: 29 similar vehicles

Thomaston, GA

2012 Mercedes-Benz E-Class E350

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

2012 Mercedes-Benz E-Class E350

Norcross, GA

UnscoredLimited · 7
$4,500184,002 mi

Comparison: 7 similar vehicles

Norcross, GA

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Morrow, GA

UnscoredLimited · 10
$4,500215,244 mi

Comparison: 10 similar vehicles

Morrow, GA

1997 Honda Civic EX

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

1997 Honda Civic EX

Douglasville, GA

UnscoredInsufficient · 0
$4,500179,282 mi

Douglasville, GA

2010 Honda Accord EX-L V6

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

2010 Honda Accord EX-L V6

Eastman, GA

Fair PriceModerate · 36
$4,799200,000 mi

Market: $4,299 – $10,495

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Eastman, GA

2013 Scion tC Base

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

2013 Scion tC Base

Macon, GA

UnscoredInsufficient · 0
$4,900187,000 mi

Macon, GA

No Photo

2013 Hyundai Elantra Coupe GS

Rossville, GA

UnscoredInsufficient · 3
$4,900117,855 mi

Comparison: 3 similar vehicles

Rossville, GA

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Woodstock, GA

Fair PriceLimited · 10
$4,900Mileage not verified

Market: $4,900 – $7,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 944 days listed (based on current market benchmarks)

Woodstock, GA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Warner Robins, GA

UnscoredInsufficient · 0
$4,900157,857 mi

Warner Robins, GA

2005 Honda Civic VP

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

2005 Honda Civic VP

Dalton, GA

UnscoredInsufficient · 3
$4,900167,362 mi

Comparison: 3 similar vehicles

Dalton, GA

2003 Honda Accord EX

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

2003 Honda Accord EX

Decatur, GA

Fair PriceLimited · 10
$4,900231,839 mi

Market: $3,943 – $6,250

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Decatur, GA

2005 Honda Accord 3.0 EX

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

2005 Honda Accord 3.0 EX

Decatur, GA

UnscoredInsufficient · 0
$4,990127,117 mi

Decatur, GA

2014 Mercedes-Benz C-Class C250 Sport

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

2014 Mercedes-Benz C-Class C250 Sport

Gainesville, GA

UnscoredLimited · 6
$4,995173,000 mi

Comparison: 6 similar vehicles

Gainesville, GA

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Mableton, GA

UnscoredLimited · 8
$4,995Mileage not verified

Comparison: 8 similar vehicles

Mableton, GA

2013 Chevrolet Camaro 2LS

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

2013 Chevrolet Camaro 2LS

Mableton, GA

UnscoredLimited · 5
$4,995Mileage not verified

Comparison: 5 similar vehicles

Mableton, GA

2013 Hyundai Elantra Coupe GS

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

2013 Hyundai Elantra Coupe GS

Dalton, GA

UnscoredInsufficient · 3
$4,995147,220 mi

Comparison: 3 similar vehicles

Dalton, GA

2010 Honda Civic EX

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

2010 Honda Civic EX

Dalton, GA

Fair PriceLimited · 19
$4,995181,455 mi

Market: $3,900 – $10,193

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

Dalton, GA

2011 Honda Civic LX

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

2011 Honda Civic LX

Marietta, GA

UnscoredInsufficient · 4
$4,999250,145 mi

Comparison: 4 similar vehicles

Marietta, GA

2009 Honda Accord EX

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

2009 Honda Accord EX

Lithonia, GA

UnscoredLimited · 5
$4,999153,791 mi

Comparison: 5 similar vehicles

Lithonia, GA

2012 Hyundai Genesis Coupe Premium

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

2012 Hyundai Genesis Coupe Premium

Lithonia, GA

UnscoredInsufficient · 0
$5,000149,993 mi

Lithonia, GA

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Newnan, GA

UnscoredInsufficient · 0
$5,000156,559 mi

Newnan, GA

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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