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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 · November 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

4,860 listings found

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Manassas, VA

UnscoredInsufficient · 0
$2,495198,260 mi

Manassas, VA

2007 Volkswagen GTI

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

2007 Volkswagen GTI

Manassas, VA

UnscoredInsufficient · 0
$2,900182,277 mi

Manassas, VA

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Manassas, VA

Unscored
$2,995205,909 mi

Comparison: 12 similar vehicles

Manassas, VA

2013 Mazda CX-9 Sport

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

2013 Mazda CX-9 Sport

Manassas, VA

UnscoredInsufficient · 3
$3,297196,448 mi

Comparison: 3 similar vehicles

Manassas, VA

2013 Kia Optima EX

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

2013 Kia Optima EX

Manassas, VA

UnscoredInsufficient · 3
$3,894225,035 mi

Comparison: 3 similar vehicles

Manassas, VA

2011 Audi Q7 Premium

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

2011 Audi Q7 Premium

Manassas, VA

UnscoredInsufficient · 3
$3,894160,105 mi

Comparison: 3 similar vehicles

Manassas, VA

2007 Mercedes-Benz C-Class C230 Sport

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

2007 Mercedes-Benz C-Class C230 Sport

Manassas, VA

UnscoredInsufficient · 0
$3,995154,518 mi

Manassas, VA

2006 Ford Expedition Eddie Bauer

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

2006 Ford Expedition Eddie Bauer

Manassas, VA

UnscoredInsufficient · 0
$3,999300,624 mi

Manassas, VA

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Manassas, VA

Unscored
$4,333236,417 mi

Comparison: 18 similar vehicles

Manassas, VA

2019 Chevrolet Sonic 1FL

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

2019 Chevrolet Sonic 1FL

Manassas, VA

UnscoredInsufficient · 0
$4,400149,417 mi

Manassas, VA

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Manassas, VA

UnscoredInsufficient · 4
$4,400107,083 mi

Comparison: 4 similar vehicles

Manassas, VA

2002 Acura MDX Touring Package

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

2002 Acura MDX Touring Package

Manassas, VA

UnscoredInsufficient · 3
$4,445161,731 mi

Comparison: 3 similar vehicles

Manassas, VA

2009 Toyota Prius Touring

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

2009 Toyota Prius Touring

Manassas, VA

UnscoredInsufficient · 0
$4,490206,800 mi

Manassas, VA

2014 FIAT 500L Lounge

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

2014 FIAT 500L Lounge

Manassas, VA

Unscored
$4,495115,482 mi

Comparison: 8 similar vehicles

Manassas, VA

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Manassas, VA

UnscoredInsufficient · 3
$4,499182,430 mi

Comparison: 3 similar vehicles

Manassas, VA

2000 Volvo S40 Base

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

2000 Volvo S40 Base

Manassas, VA

UnscoredInsufficient · 0
$4,59558,656 mi

Manassas, VA

2010 Mitsubishi Outlander ES

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

2010 Mitsubishi Outlander ES

Manassas, VA

UnscoredInsufficient · 0
$4,649191,091 mi

Manassas, VA

2012 Ford Fiesta S

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

2012 Ford Fiesta S

Manassas, VA

UnscoredInsufficient · 0
$4,786115,665 mi

Manassas, VA

2013 Hyundai Elantra GT Base

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

2013 Hyundai Elantra GT Base

Manassas, VA

UnscoredInsufficient · 3
$4,894147,389 mi

Comparison: 3 similar vehicles

Manassas, VA

2011 Toyota Sienna XLE

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

2011 Toyota Sienna XLE

Manassas, VA

Unscored
$4,894300,791 mi

Comparison: 6 similar vehicles

Manassas, VA

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Manassas, VA

Unscored
$4,894318,257 mi

Comparison: 6 similar vehicles

Manassas, VA

2015 MINI Cooper Base

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

2015 MINI Cooper Base

Manassas, VA

Fair PriceModerate · 24
$4,900108,299 mi

Market: $4,375 – $11,295

Comparison: 24 similar vehicles

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

Manassas, VA

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Manassas, VA

Unscored
$4,900131,282 mi

Comparison: 24 similar vehicles

Manassas, VA

2012 Nissan Quest SV

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

2012 Nissan Quest SV

Manassas, VA

UnscoredInsufficient · 0
$4,995148,407 mi

Manassas, VA

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Manassas, VA

Unscored
$4,995211,110 mi

Comparison: 9 similar vehicles

Manassas, VA

2006 Lexus ES 330

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

2006 Lexus ES 330

Manassas, VA

UnscoredInsufficient · 3
$4,995184,950 mi

Comparison: 3 similar vehicles

Manassas, VA

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Manassas, VA

Unscored
$4,999139,010 mi

Comparison: 9 similar vehicles

Manassas, VA

2003 Honda Accord EX

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

2003 Honda Accord EX

Manassas, VA

Unscored
$4,999176,831 mi

Comparison: 9 similar vehicles

Manassas, VA

2013 Honda CR-V EX

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

2013 Honda CR-V EX

Manassas, VA

Unscored
$5,400216,785 mi

Comparison: 16 similar vehicles

Manassas, VA

2009 MINI Cooper S

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

2009 MINI Cooper S

Manassas, VA

Fair PriceModerate · 21
$5,49595,000 mi

Market: $2,995 – $14,000

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Manassas, VA

2005 MINI Cooper S

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

2005 MINI Cooper S

Manassas, VA

Unscored
$5,586128,220 mi

Comparison: 9 similar vehicles

Manassas, VA

2015 MINI Cooper Base

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

2015 MINI Cooper Base

Manassas, VA

Fair PriceModerate · 24
$5,79598,861 mi

Market: $4,375 – $11,295

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 883 days listed (based on current market benchmarks)

Manassas, VA

2013 Honda Fit Sport

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

2013 Honda Fit Sport

Manassas, VA

Unscored
$5,894195,763 mi

Comparison: 7 similar vehicles

Manassas, VA

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Manassas, VA

Salvage title
$5,894228,121 mi

Manassas, VA

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Manassas, VA

Fair PriceLimited · 19
$5,900114,945 mi

Market: $5,900 – $14,599

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Manassas, VA

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Manassas, VA

Unscored
$5,900121,395 mi

Comparison: 19 similar vehicles

Manassas, VA

2017 Volkswagen Golf SportWagen S

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

2017 Volkswagen Golf SportWagen S

Manassas, VA

UnscoredInsufficient · 3
$5,900149,832 mi

Comparison: 3 similar vehicles

Manassas, VA

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Manassas, VA

UnscoredInsufficient · 4
$5,900153,086 mi

Comparison: 4 similar vehicles

Manassas, VA

2015 BMW X1 28i

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

2015 BMW X1 28i

Manassas, VA

Unscored
$5,90093,457 mi

Comparison: 5 similar vehicles

Manassas, VA

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Manassas, VA

Unscored
$5,900122,927 mi

Comparison: 6 similar vehicles

Manassas, VA

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Manassas, VA

UnscoredInsufficient · 4
$5,995155,234 mi

Comparison: 4 similar vehicles

Manassas, VA

2014 FIAT 500L Easy

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

2014 FIAT 500L Easy

Manassas, VA

UnscoredInsufficient · 0
$5,99556,045 mi

Manassas, VA

2013 MINI Cooper Base

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

2013 MINI Cooper Base

Manassas, VA

Unscored
$5,995123,370 mi

Comparison: 14 similar vehicles

Manassas, VA

2012 Honda Civic EX

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

2012 Honda Civic EX

Manassas, VA

Unscored
$5,995163,381 mi

Comparison: 12 similar vehicles

Manassas, VA

2011 Jeep Compass Base

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

2011 Jeep Compass Base

Manassas, VA

Salvage title
$5,995152,673 mi

Manassas, VA

2011 Hyundai Santa Fe Limited

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

2011 Hyundai Santa Fe Limited

Manassas, VA

Unscored
$5,995153,258 mi

Comparison: 5 similar vehicles

Manassas, VA

2009 Honda Pilot EX-L

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

2009 Honda Pilot EX-L

Manassas, VA

Unscored
$5,995172,403 mi

Comparison: 10 similar vehicles

Manassas, VA

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Manassas, VA

UnscoredInsufficient · 3
$5,995190,803 mi

Comparison: 3 similar vehicles

Manassas, VA

2005 Volvo S60 2.5T

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

2005 Volvo S60 2.5T

Manassas, VA

UnscoredInsufficient · 0
$5,99894,941 mi

Manassas, VA

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Manassas, VA

Unscored
$5,999203,032 mi

Comparison: 8 similar vehicles

Manassas, VA

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.
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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