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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 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 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

9,544 listings found

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
$1,988490 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
$2,051279 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
$2,0597,334 mi

Marietta, GA

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Marietta, GA

Unscored
$2,999197,476 mi

Comparison: 6 similar vehicles

Marietta, GA

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Marietta, GA

Unscored
$3,000206,616 mi

Comparison: 9 similar vehicles

Marietta, GA

2010 Honda Pilot Touring

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

2010 Honda Pilot Touring

Marietta, GA

UnscoredInsufficient · 0
$3,250276,785 mi

Marietta, GA

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Marietta, GA

UnscoredInsufficient · 0
$3,49596,400 mi

Marietta, GA

2012 Honda Civic EX

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

2012 Honda Civic EX

Marietta, GA

Unscored
$3,500264,194 mi

Comparison: 8 similar vehicles

Marietta, GA

2010 Lexus ES 350

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

2010 Lexus ES 350

Marietta, GA

Unscored
$3,500267,993 mi

Comparison: 9 similar vehicles

Marietta, GA

2008 Toyota Prius

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

2008 Toyota Prius

Marietta, GA

UnscoredInsufficient · 0
$3,500259,136 mi

Marietta, GA

2004 Mercedes-Benz E-Class E320

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

2004 Mercedes-Benz E-Class E320

Marietta, GA

Unscored
$3,500179,017 mi

Comparison: 5 similar vehicles

Marietta, GA

2002 Lincoln Town Car Signature

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

2002 Lincoln Town Car Signature

Marietta, GA

UnscoredInsufficient · 0
$3,590Mileage not verified

Marietta, GA

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Marietta, GA

UnscoredInsufficient · 3
$3,700129,875 mi

Comparison: 3 similar vehicles

Marietta, GA

2001 BMW 5 Series 525i

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

2001 BMW 5 Series 525i

Marietta, GA

UnscoredInsufficient · 0
$3,700214,895 mi

Marietta, GA

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

Marietta, GA

Unscored
$3,900207,660 mi

Comparison: 7 similar vehicles

Marietta, GA

2010 GMC Acadia SLT1

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

2010 GMC Acadia SLT1

Marietta, GA

Unscored
$3,900153,817 mi

Comparison: 9 similar vehicles

Marietta, GA

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Marietta, GA

UnscoredInsufficient · 0
$3,95049,038 mi

Marietta, GA

2008 Honda Fit Sport

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

2008 Honda Fit Sport

Marietta, GA

UnscoredInsufficient · 3
$3,999241,928 mi

Comparison: 3 similar vehicles

Marietta, GA

2007 Nissan Altima S

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

2007 Nissan Altima S

Marietta, GA

Unscored
$3,999149,318 mi

Comparison: 10 similar vehicles

Marietta, GA

2006 Mercedes-Benz S-Class S430

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

2006 Mercedes-Benz S-Class S430

Marietta, GA

UnscoredInsufficient · 0
$3,999194,999 mi

Marietta, GA

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Marietta, GA

Unscored
$4,000166,228 mi

Comparison: 28 similar vehicles

Marietta, GA

2019 Nissan Versa Note SV

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

2019 Nissan Versa Note SV

Marietta, GA

Unscored
$4,250100,157 mi

Comparison: 6 similar vehicles

Marietta, GA

2014 Ford Focus S

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

2014 Ford Focus S

Marietta, GA

UnscoredInsufficient · 3
$4,459101,134 mi

Comparison: 3 similar vehicles

Marietta, GA

2017 Chevrolet Sonic LS

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

2017 Chevrolet Sonic LS

Marietta, GA

Great DealLimited · 10
$4,46199,446 mi

Market: $6,500 – $12,195

Comparison: 10 similar vehicles

Competitively priced ~31% below the typical range compared to similar vehicles · 20 days listed (based on current market benchmarks)

Marietta, GA

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Marietta, GA

UnscoredInsufficient · 3
$4,490259,949 mi

Comparison: 3 similar vehicles

Marietta, GA

2012 Volvo XC60 3.2

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

2012 Volvo XC60 3.2

Marietta, GA

Unscored
$4,495171,078 mi

Comparison: 7 similar vehicles

Marietta, GA

2011 Kia Sorento EX

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

2011 Kia Sorento EX

Marietta, GA

Unscored
$4,495172,377 mi

Comparison: 7 similar vehicles

Marietta, GA

2010 Chevrolet Equinox LTZ

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

2010 Chevrolet Equinox LTZ

Marietta, GA

UnscoredInsufficient · 3
$4,495144,700 mi

Comparison: 3 similar vehicles

Marietta, GA

2014 Nissan Sentra S

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

2014 Nissan Sentra S

Marietta, GA

UnscoredInsufficient · 4
$4,499152,916 mi

Comparison: 4 similar vehicles

Marietta, GA

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Marietta, GA

Unscored
$4,499152,338 mi

Comparison: 6 similar vehicles

Marietta, GA

2015 Ford Escape SE

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

2015 Ford Escape SE

Marietta, GA

Unscored
$4,500168,000 mi

Comparison: 10 similar vehicles

Marietta, GA

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Marietta, GA

Unscored
$4,500162,000 mi

Comparison: 9 similar vehicles

Marietta, GA

2013 Nissan Sentra SR

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

2013 Nissan Sentra SR

Marietta, GA

UnscoredInsufficient · 3
$4,50093,350 mi

Comparison: 3 similar vehicles

Marietta, GA

2012 Volvo S60 T5

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

2012 Volvo S60 T5

Marietta, GA

Unscored
$4,500135,400 mi

Comparison: 18 similar vehicles

Marietta, GA

2008 Toyota Prius

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

2008 Toyota Prius

Marietta, GA

UnscoredInsufficient · 0
$4,500175,250 mi

Marietta, GA

2003 INFINITI QX4 Base

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

2003 INFINITI QX4 Base

Marietta, GA

UnscoredInsufficient · 0
$4,500166,910 mi

Marietta, GA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Marietta, GA

Unscored
$4,595159,065 mi

Comparison: 7 similar vehicles

Marietta, GA

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Marietta, GA

Unscored
$4,595117,255 mi

Comparison: 8 similar vehicles

Marietta, GA

2011 Nissan Sentra SL

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

2011 Nissan Sentra SL

Marietta, GA

Unscored
$4,595159,699 mi

Comparison: 5 similar vehicles

Marietta, GA

2006 Toyota 4Runner SR5

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

2006 Toyota 4Runner SR5

Marietta, GA

UnscoredInsufficient · 4
$4,650337,674 mi

Comparison: 4 similar vehicles

Marietta, GA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Marietta, GA

Fair PriceModerate · 30
$4,700107,103 mi

Market: $2,795 – $8,798

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Marietta, GA

2012 Dodge Grand Caravan SE

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

2012 Dodge Grand Caravan SE

Marietta, GA

Great DealLimited · 10
$4,70087,357 mi

Market: $5,699 – $9,099

Comparison: 10 similar vehicles

Competitively priced ~18% below the typical range compared to similar vehicles · 41 days listed (based on current market benchmarks)

Marietta, GA

2012 Cadillac SRX Luxury Collection

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

2012 Cadillac SRX Luxury Collection

Marietta, GA

UnscoredInsufficient · 4
$4,700131,331 mi

Comparison: 4 similar vehicles

Marietta, GA

2002 BMW 3 Series Base

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

2002 BMW 3 Series Base

Marietta, GA

UnscoredInsufficient · 4
$4,790213,842 mi

Comparison: 4 similar vehicles

Marietta, GA

2014 Nissan Sentra S

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

2014 Nissan Sentra S

Marietta, GA

Unscored
$4,800136,000 mi

Comparison: 9 similar vehicles

Marietta, GA

2007 Pontiac Vibe Base

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

2007 Pontiac Vibe Base

Marietta, GA

UnscoredInsufficient · 0
$4,879144,308 mi

Marietta, GA

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

Marietta, GA

UnscoredInsufficient · 3
$4,890223,000 mi

Comparison: 3 similar vehicles

Marietta, GA

2020 Dodge Grand Caravan SXT

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

2020 Dodge Grand Caravan SXT

Marietta, GA

Unscored
$4,900206,592 mi

Comparison: 17 similar vehicles

Marietta, GA

2018 Dodge Grand Caravan SXT

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

2018 Dodge Grand Caravan SXT

Marietta, GA

Unscored
$4,900150,164 mi

Comparison: 10 similar vehicles

Marietta, GA

2016 Jeep Patriot 75th Anniversary Edition

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

2016 Jeep Patriot 75th Anniversary Edition

Marietta, GA

UnscoredInsufficient · 0
$4,900138,000 mi

Marietta, GA

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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