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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

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

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Stockbridge, GA

UnscoredInsufficient · 3
$1,854210,458 mi

Comparison: 3 similar vehicles

Stockbridge, GA

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Stockbridge, GA

UnscoredInsufficient · 3
$1,854215,079 mi

Comparison: 3 similar vehicles

Stockbridge, GA

2000 Lincoln LS Base

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

2000 Lincoln LS Base

Stockbridge, GA

UnscoredInsufficient · 0
$1,957104,000 mi

Stockbridge, GA

No Photo

2011 Ford Focus SEL

Buford, GA

UnscoredInsufficient · 0
$2,000237,532 mi

Buford, GA

2009 Acura MDX Base

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

2009 Acura MDX Base

Lilburn, GA

UnscoredLimited · 7
$2,000203,979 mi

Comparison: 7 similar vehicles

Lilburn, GA

2025 Porsche 911

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

2025 Porsche 911

Marietta, GA

UnscoredInsufficient · 0
$2,004490 mi

Marietta, GA

2025 Porsche 911

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

2025 Porsche 911

Marietta, GA

UnscoredInsufficient · 0
$2,059279 mi

Marietta, GA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Stockbridge, GA

UnscoredLimited · 8
$2,060208,378 mi

Comparison: 8 similar vehicles

Stockbridge, GA

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Stockbridge, GA

UnscoredInsufficient · 3
$2,060158,328 mi

Comparison: 3 similar vehicles

Stockbridge, GA

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Stockbridge, GA

UnscoredLimited · 6
$2,060134,206 mi

Comparison: 6 similar vehicles

Stockbridge, GA

2003 GMC Sonoma SLS

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

2003 GMC Sonoma SLS

Stockbridge, GA

UnscoredInsufficient · 0
$2,060206,979 mi

Stockbridge, GA

2025 Porsche 911

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

2025 Porsche 911

Marietta, GA

UnscoredInsufficient · 0
$2,0757,334 mi

Marietta, GA

2008 Mercury Sable Premier

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

2008 Mercury Sable Premier

Snellville, GA

UnscoredInsufficient · 0
$2,200232,000 mi

Snellville, GA

2005 Mercury Grand Marquis LS

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

2005 Mercury Grand Marquis LS

Decatur, GA

UnscoredInsufficient · 0
$2,200Mileage not verified

Decatur, GA

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Mableton, GA

UnscoredInsufficient · 3
$2,295Mileage not verified

Comparison: 3 similar vehicles

Mableton, GA

2007 BMW 3 Series 328i

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

2007 BMW 3 Series 328i

Conyers, GA

UnscoredLimited · 12
$2,300201,877 mi

Comparison: 12 similar vehicles

Conyers, GA

2006 Honda Odyssey LX

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

2006 Honda Odyssey LX

Loganville, GA

UnscoredInsufficient · 0
$2,300268,684 mi

Loganville, GA

2012 FIAT 500 Pop

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

2012 FIAT 500 Pop

Stockbridge, GA

UnscoredInsufficient · 3
$2,369171,257 mi

Comparison: 3 similar vehicles

Stockbridge, GA

2012 Nissan Versa S

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

2012 Nissan Versa S

Stockbridge, GA

UnscoredLimited · 18
$2,369207,000 mi

Comparison: 18 similar vehicles

Stockbridge, GA

2012 Hyundai Elantra GLS

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

2012 Hyundai Elantra GLS

Stockbridge, GA

UnscoredLimited · 8
$2,369179,137 mi

Comparison: 8 similar vehicles

Stockbridge, GA

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

Mableton, GA

UnscoredInsufficient · 0
$2,395Mileage not verified

Mableton, GA

No Photo

2013 Kia Rio LX

Roswell, GA

UnscoredInsufficient · 4
$2,450207,680 mi

Comparison: 4 similar vehicles

Roswell, GA

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Stockbridge, GA

UnscoredLimited · 9
$2,472195,000 mi

Comparison: 9 similar vehicles

Stockbridge, GA

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Stockbridge, GA

UnscoredInsufficient · 4
$2,472201,369 mi

Comparison: 4 similar vehicles

Stockbridge, GA

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Stockbridge, GA

UnscoredLimited · 13
$2,472189,982 mi

Comparison: 13 similar vehicles

Stockbridge, GA

2014 Kia Forte EX

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

2014 Kia Forte EX

Stockbridge, GA

UnscoredLimited · 6
$2,472170,317 mi

Comparison: 6 similar vehicles

Stockbridge, GA

2005 Mazda Tribute s

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

2005 Mazda Tribute s

Acworth, GA

UnscoredInsufficient · 3
$2,485161,371 mi

Comparison: 3 similar vehicles

Acworth, GA

2013 Ford C-Max SEL

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

2013 Ford C-Max SEL

Mableton, GA

UnscoredInsufficient · 3
$2,495231,504 mi

Comparison: 3 similar vehicles

Mableton, GA

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Smyrna, GA

UnscoredInsufficient · 0
$2,495Mileage not verified

Smyrna, GA

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Flowery Branch, GA

Salvage title
$2,495173,090 mi

Flowery Branch, GA

2007 Kia Rondo LX

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

2007 Kia Rondo LX

Flowery Branch, GA

UnscoredInsufficient · 0
$2,495183,665 mi

Flowery Branch, GA

2005 Acura TL Base

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

2005 Acura TL Base

Flowery Branch, GA

UnscoredLimited · 8
$2,495229,672 mi

Comparison: 8 similar vehicles

Flowery Branch, GA

2004 Mercedes-Benz C-Class C240

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

2004 Mercedes-Benz C-Class C240

Flowery Branch, GA

UnscoredInsufficient · 0
$2,495173,409 mi

Flowery Branch, GA

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Smyrna, GA

UnscoredLimited · 6
$2,495237,000 mi

Comparison: 6 similar vehicles

Smyrna, GA

2002 Toyota Corolla CE

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

2002 Toyota Corolla CE

Gainesville, GA

UnscoredInsufficient · 0
$2,495249,278 mi

Gainesville, GA

2016 Nissan Altima S

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

2016 Nissan Altima S

Lilburn, GA

UnscoredLimited · 19
$2,500168,805 mi

Comparison: 19 similar vehicles

Lilburn, GA

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Lilburn, GA

UnscoredModerate · 29
$2,500199,409 mi

Comparison: 29 similar vehicles

Lilburn, GA

2013 Scion tC

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

2013 Scion tC

Norcross, GA

UnscoredInsufficient · 0
$2,500205,209 mi

Norcross, GA

2010 Toyota Corolla S

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

2010 Toyota Corolla S

Decatur, GA

UnscoredInsufficient · 3
$2,500216,400 mi

Comparison: 3 similar vehicles

Decatur, GA

2009 Chrysler Town & Country Touring

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

2009 Chrysler Town & Country Touring

Lithonia, GA

UnscoredInsufficient · 0
$2,500213,870 mi

Lithonia, 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

2008 INFINITI FX 35

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

2008 INFINITI FX 35

Tucker, GA

UnscoredInsufficient · 0
$2,500167,711 mi

Tucker, GA

2008 Volvo S80 T6

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

2008 Volvo S80 T6

Suwanee, GA

UnscoredInsufficient · 0
$2,500185,382 mi

Suwanee, GA

2007 Chevrolet Equinox LT

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

2007 Chevrolet Equinox LT

Norcross, GA

UnscoredInsufficient · 0
$2,500132,749 mi

Norcross, GA

2007 Acura MDX Technology Package

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

2007 Acura MDX Technology Package

Lilburn, GA

UnscoredInsufficient · 0
$2,500198,659 mi

Lilburn, GA

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Covington, GA

UnscoredLimited · 10
$2,500254,277 mi

Comparison: 10 similar vehicles

Covington, GA

2006 Ford Five Hundred Limited

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

2006 Ford Five Hundred Limited

Decatur, GA

UnscoredInsufficient · 0
$2,500158,000 mi

Decatur, GA

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

Decatur, GA

UnscoredInsufficient · 0
$2,500128,287 mi

Decatur, GA

2004 Dodge Durango SLT

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

2004 Dodge Durango SLT

Covington, GA

UnscoredInsufficient · 0
$2,500248,910 mi

Covington, GA

2004 Lexus RX 330

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

2004 Lexus RX 330

McDonough, GA

UnscoredModerate · 31
$2,500162,719 mi

Comparison: 31 similar vehicles

McDonough, 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. 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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