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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 22, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

652 listings found

2007 Pontiac G5 Base

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

2007 Pontiac G5 Base

White Plains, MD

UnscoredInsufficient · 0
$2,977172,594 mi

White Plains, MD

2012 Mitsubishi Eclipse GS

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

2012 Mitsubishi Eclipse GS

Dumfries, VA

UnscoredInsufficient · 0
$3,495247,801 mi

Dumfries, VA

2009 Nissan Altima S

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

2009 Nissan Altima S

Warsaw, VA

UnscoredModerate · 38
$3,600181,512 mi

Comparison: 38 similar vehicles

Warsaw, VA

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Woodbridge, VA

UnscoredInsufficient · 3
$3,950200,118 mi

Comparison: 3 similar vehicles

Woodbridge, VA

2006 Toyota Camry Solara Sport

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

2006 Toyota Camry Solara Sport

Stafford, VA

UnscoredInsufficient · 0
$3,977202,995 mi

Stafford, VA

2008 Hyundai Tiburon GS

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

2008 Hyundai Tiburon GS

Stafford, VA

UnscoredLimited · 6
$3,999164,572 mi

Comparison: 6 similar vehicles

Stafford, VA

2012 Nissan Altima S

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

2012 Nissan Altima S

Stafford, VA

UnscoredLimited · 12
$4,399158,735 mi

Comparison: 12 similar vehicles

Stafford, VA

2006 Honda Civic LX

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

2006 Honda Civic LX

Stafford, VA

UnscoredLimited · 5
$4,999187,829 mi

Comparison: 5 similar vehicles

Stafford, VA

2008 BMW 3 Series 328xi

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

2008 BMW 3 Series 328xi

King George, VA

UnscoredLimited · 5
$5,000136,503 mi

Comparison: 5 similar vehicles

King George, VA

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Woodbridge, VA

UnscoredLimited · 5
$5,450127,455 mi

Comparison: 5 similar vehicles

Woodbridge, VA

2011 Hyundai Genesis Coupe Base

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

2011 Hyundai Genesis Coupe Base

Stafford, VA

UnscoredInsufficient · 0
$5,484129,917 mi

Stafford, VA

2007 INFINITI G 35

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

2007 INFINITI G 35

Alexandria, VA

UnscoredLimited · 11
$5,550173,417 mi

Comparison: 11 similar vehicles

Alexandria, VA

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Stafford, VA

UnscoredInsufficient · 3
$5,700151,000 mi

Comparison: 3 similar vehicles

Stafford, VA

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Stafford, VA

UnscoredInsufficient · 3
$5,800151,000 mi

Comparison: 3 similar vehicles

Stafford, VA

2010 Scion tC Release Series 6.0

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

2010 Scion tC Release Series 6.0

Stafford, VA

UnscoredInsufficient · 0
$5,900166,000 mi

Stafford, VA

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Upper Marlboro, MD

Salvage title
$5,900113,489 mi

Upper Marlboro, MD

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Woodbridge, VA

UnscoredLimited · 13
$5,950126,909 mi

Comparison: 13 similar vehicles

Woodbridge, VA

2013 Honda Civic EX

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

2013 Honda Civic EX

Fredericksburg, VA

UnscoredLimited · 11
$5,996163,062 mi

Comparison: 11 similar vehicles

Fredericksburg, VA

2010 Kia Forte Koup SX

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

2010 Kia Forte Koup SX

Fredericksburg, VA

UnscoredInsufficient · 0
$5,999174,441 mi

Fredericksburg, VA

2004 Honda Accord EX

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

2004 Honda Accord EX

Stafford, VA

UnscoredLimited · 5
$6,000126,000 mi

Comparison: 5 similar vehicles

Stafford, VA

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Arlington, VA

UnscoredLimited · 13
$6,300125,804 mi

Comparison: 13 similar vehicles

Arlington, VA

2007 Honda Civic EX

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

2007 Honda Civic EX

Alexandria, VA

Fair PriceLimited · 12
$6,450108,179 mi

Market: $4,299 – $11,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 137 days listed (based on current market benchmarks)

Alexandria, VA

2004 Honda Civic EX

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

2004 Honda Civic EX

Stafford, VA

UnscoredInsufficient · 4
$6,90080,000 mi

Comparison: 4 similar vehicles

Stafford, VA

2012 Cadillac CTS Coupe Base

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

2012 Cadillac CTS Coupe Base

King George, VA

UnscoredInsufficient · 3
$6,995142,187 mi

Comparison: 3 similar vehicles

King George, VA

2011 Audi A5 Premium

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

2011 Audi A5 Premium

Stafford, VA

UnscoredLimited · 6
$6,998121,584 mi

Comparison: 6 similar vehicles

Stafford, VA

2015 BMW 2 Series 228i

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

2015 BMW 2 Series 228i

Stafford, VA

UnscoredModerate · 26
$7,199119,986 mi

Comparison: 26 similar vehicles

Stafford, VA

2006 Honda Civic EX

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

2006 Honda Civic EX

King George, VA

UnscoredLimited · 5
$7,396106,478 mi

Comparison: 5 similar vehicles

King George, VA

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Stafford, VA

Fair PriceLimited · 15
$7,495114,215 mi

Market: $4,400 – $14,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 144 days listed (based on current market benchmarks)

Stafford, VA

2015 Scion tC Base

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

2015 Scion tC Base

Charlotte Hall, MD

UnscoredLimited · 11
$7,499156,221 mi

Comparison: 11 similar vehicles

Charlotte Hall, MD

2015 MINI Cooper S

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

2015 MINI Cooper S

Arlington, VA

UnscoredModerate · 33
$7,750100,361 mi

Comparison: 33 similar vehicles

Arlington, VA

2011 Kia Forte Koup SX

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

2011 Kia Forte Koup SX

Fredericksburg, VA

UnscoredInsufficient · 0
$7,977137,755 mi

Fredericksburg, VA

2015 Chevrolet Camaro 1LS

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

2015 Chevrolet Camaro 1LS

Stafford, VA

UnscoredInsufficient · 4
$8,299141,249 mi

Comparison: 4 similar vehicles

Stafford, VA

No Photo

2016 Scion tC Base

Alexandria, VA

UnscoredInsufficient · 0
$8,790164,356 mi

Alexandria, VA

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Alexandria, VA

Salvage title
$8,88894,518 mi

Alexandria, VA

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Arlington, VA

UnscoredInsufficient · 3
$8,99064,813 mi

Comparison: 3 similar vehicles

Arlington, VA

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Stafford, VA

Fair PriceLimited · 12
$9,195114,372 mi

Market: $7,823 – $14,450

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Stafford, VA

2018 Audi A5 Coupe Premium Plus

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

2018 Audi A5 Coupe Premium Plus

Alexandria, VA

UnscoredLimited · 7
$9,444121,619 mi

Comparison: 7 similar vehicles

Alexandria, VA

2012 INFINITI G Coupe 37x

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

2012 INFINITI G Coupe 37x

Stafford, VA

UnscoredInsufficient · 0
$9,471139,930 mi

Stafford, VA

2016 Honda Accord EX-L

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

2016 Honda Accord EX-L

Fredericksburg, VA

UnscoredModerate · 28
$9,692143,735 mi

Comparison: 28 similar vehicles

Fredericksburg, VA

2008 Mercedes-Benz CL-Class CL63

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

2008 Mercedes-Benz CL-Class CL63

Arlington, VA

UnscoredInsufficient · 3
$9,750122,400 mi

Comparison: 3 similar vehicles

Arlington, VA

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

King George, VA

UnscoredLimited · 8
$9,794143,455 mi

Comparison: 8 similar vehicles

King George, VA

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Triangle, VA

Fair PriceLimited · 11
$9,90078,442 mi

Market: $5,889 – $18,650

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 224 days listed (based on current market benchmarks)

Triangle, VA

2013 Scion FR-S 10 Series

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

2013 Scion FR-S 10 Series

Arlington, VA

UnscoredInsufficient · 0
$9,900100,561 mi

Arlington, VA

2012 BMW 3 Series 335i

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

2012 BMW 3 Series 335i

Arlington, VA

UnscoredLimited · 5
$9,900121,438 mi

Comparison: 5 similar vehicles

Arlington, VA

2016 Chevrolet Camaro 1LT

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

2016 Chevrolet Camaro 1LT

Arlington, VA

UnscoredModerate · 22
$9,950126,574 mi

Comparison: 22 similar vehicles

Arlington, VA

2013 Scion FR-S 10 Series

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

2013 Scion FR-S 10 Series

Stafford, VA

UnscoredInsufficient · 0
$9,990164,552 mi

Stafford, VA

2012 Hyundai Genesis Coupe Base

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

2012 Hyundai Genesis Coupe Base

La Plata, MD

UnscoredInsufficient · 0
$9,990100,600 mi

La Plata, MD

2016 Honda Civic LX-P

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

2016 Honda Civic LX-P

Dumfries, VA

UnscoredLimited · 7
$9,999123,660 mi

Comparison: 7 similar vehicles

Dumfries, VA

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Fredericksburg, VA

UnscoredLimited · 8
$9,999120,493 mi

Comparison: 8 similar vehicles

Fredericksburg, VA

2009 INFINITI G Coupe 37 Journey

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

2009 INFINITI G Coupe 37 Journey

Capitol Heights, MD

UnscoredInsufficient · 0
$9,99973,660 mi

Capitol Heights, MD

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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