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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 21, 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

1,838 listings found

2012 Nissan Altima S

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

2012 Nissan Altima S

Tacoma, WA

UnscoredLimited · 9
$1,900188,047 mi

Comparison: 9 similar vehicles

Tacoma, WA

2010 Mazda MAZDA3 s Grand Touring

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

2010 Mazda MAZDA3 s Grand Touring

Tacoma, WA

UnscoredInsufficient · 4
$2,200182,000 mi

Comparison: 4 similar vehicles

Tacoma, WA

2009 Pontiac G6 GT

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

2009 Pontiac G6 GT

Tacoma, WA

UnscoredInsufficient · 3
$2,200177,259 mi

Comparison: 3 similar vehicles

Tacoma, WA

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Tacoma, WA

UnscoredInsufficient · 3
$2,200Mileage not verified

Comparison: 3 similar vehicles

Tacoma, WA

2011 Subaru Legacy I Premium

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

2011 Subaru Legacy I Premium

Tacoma, WA

UnscoredInsufficient · 3
$2,300Mileage not verified

Comparison: 3 similar vehicles

Tacoma, WA

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Tacoma, WA

UnscoredLimited · 9
$2,395190,000 mi

Comparison: 9 similar vehicles

Tacoma, WA

2001 Saab 9-5 SE

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

2001 Saab 9-5 SE

Tacoma, WA

UnscoredInsufficient · 0
$2,400145,000 mi

Tacoma, WA

2008 Volkswagen Passat Lux

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

2008 Volkswagen Passat Lux

Tacoma, WA

UnscoredInsufficient · 0
$2,500218,727 mi

Tacoma, WA

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Tacoma, WA

UnscoredInsufficient · 4
$2,500211,000 mi

Comparison: 4 similar vehicles

Tacoma, WA

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Lakewood, WA

UnscoredInsufficient · 3
$2,600212,718 mi

Comparison: 3 similar vehicles

Lakewood, WA

2001 Suzuki Esteem GL

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

2001 Suzuki Esteem GL

Lakewood, WA

UnscoredInsufficient · 0
$2,695132,498 mi

Lakewood, WA

2014 Nissan Altima S

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

2014 Nissan Altima S

Tacoma, WA

UnscoredLimited · 10
$2,700193,700 mi

Comparison: 10 similar vehicles

Tacoma, WA

2007 Audi A6 Base

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

2007 Audi A6 Base

Tacoma, WA

UnscoredInsufficient · 0
$2,700194,000 mi

Tacoma, WA

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Tacoma, WA

UnscoredLimited · 7
$2,750198,000 mi

Comparison: 7 similar vehicles

Tacoma, WA

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Tacoma, WA

UnscoredInsufficient · 0
$2,750179,000 mi

Tacoma, WA

2011 Volkswagen Jetta SE w/Convenience

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

2011 Volkswagen Jetta SE w/Convenience

Olympia, WA

UnscoredInsufficient · 0
$2,800204,659 mi

Olympia, WA

2009 Mercury Milan Premier

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

2009 Mercury Milan Premier

Tacoma, WA

UnscoredInsufficient · 0
$2,800Mileage not verified

Tacoma, WA

2009 Toyota Camry Hybrid

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

2009 Toyota Camry Hybrid

Lakewood, WA

UnscoredInsufficient · 4
$2,800223,211 mi

Comparison: 4 similar vehicles

Lakewood, WA

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Tacoma, WA

UnscoredInsufficient · 3
$2,800213,447 mi

Comparison: 3 similar vehicles

Tacoma, WA

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Lakewood, WA

UnscoredInsufficient · 4
$2,900146,000 mi

Comparison: 4 similar vehicles

Lakewood, WA

2012 Mitsubishi Galant ES

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

2012 Mitsubishi Galant ES

Tacoma, WA

Salvage title
$2,900158,000 mi

Tacoma, WA

2007 Honda Civic LX

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

2007 Honda Civic LX

Tacoma, WA

UnscoredInsufficient · 3
$2,900219,510 mi

Comparison: 3 similar vehicles

Tacoma, WA

2005 Honda Accord LX

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

2005 Honda Accord LX

Tacoma, WA

UnscoredLimited · 7
$2,900191,000 mi

Comparison: 7 similar vehicles

Tacoma, WA

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Tacoma, WA

UnscoredInsufficient · 0
$2,900134,280 mi

Tacoma, WA

2008 Hyundai Elantra GLS

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

2008 Hyundai Elantra GLS

Lakewood, WA

UnscoredInsufficient · 0
$2,995175,954 mi

Lakewood, WA

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Tacoma, WA

UnscoredInsufficient · 0
$2,995146,000 mi

Tacoma, WA

2004 Dodge Stratus SE

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

2004 Dodge Stratus SE

Shelton, WA

UnscoredInsufficient · 0
$2,995171,965 mi

Shelton, WA

2013 Chrysler 200 LX

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

2013 Chrysler 200 LX

Lakewood, WA

UnscoredInsufficient · 0
$2,999176,952 mi

Lakewood, WA

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Tacoma, WA

UnscoredInsufficient · 3
$2,999182,836 mi

Comparison: 3 similar vehicles

Tacoma, WA

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Tacoma, WA

UnscoredLimited · 10
$2,999150,355 mi

Comparison: 10 similar vehicles

Tacoma, WA

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Lakewood, WA

UnscoredInsufficient · 0
$2,999159,021 mi

Lakewood, WA

2010 Kia Forte EX

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

2010 Kia Forte EX

Tacoma, WA

UnscoredInsufficient · 0
$3,000116,000 mi

Tacoma, WA

2007 Volvo S40 2.4i

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

2007 Volvo S40 2.4i

Tacoma, WA

UnscoredInsufficient · 0
$3,100145,147 mi

Tacoma, WA

2006 Subaru Legacy I

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

2006 Subaru Legacy I

Tacoma, WA

UnscoredInsufficient · 3
$3,100216,338 mi

Comparison: 3 similar vehicles

Tacoma, WA

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Tacoma, WA

UnscoredInsufficient · 3
$3,177168,587 mi

Comparison: 3 similar vehicles

Tacoma, WA

2001 Honda Civic EX

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

2001 Honda Civic EX

Tacoma, WA

UnscoredInsufficient · 4
$3,200163,049 mi

Comparison: 4 similar vehicles

Tacoma, WA

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Centralia, WA

UnscoredInsufficient · 0
$3,299116,899 mi

Centralia, WA

2014 Kia Rio LX

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

2014 Kia Rio LX

Tacoma, WA

UnscoredInsufficient · 3
$3,300Mileage not verified

Comparison: 3 similar vehicles

Tacoma, WA

2013 Nissan Sentra S

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

2013 Nissan Sentra S

Tacoma, WA

UnscoredInsufficient · 0
$3,300Mileage not verified

Tacoma, WA

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Tacoma, WA

UnscoredInsufficient · 0
$3,300171,852 mi

Tacoma, WA

2010 Mazda MAZDA6 i Touring

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

2010 Mazda MAZDA6 i Touring

Tacoma, WA

UnscoredInsufficient · 0
$3,300201,262 mi

Tacoma, WA

2010 Mercedes-Benz C-Class C300 Sport

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

2010 Mercedes-Benz C-Class C300 Sport

Tacoma, WA

UnscoredLimited · 5
$3,300Mileage not verified

Comparison: 5 similar vehicles

Tacoma, WA

2007 Mazda MAZDA3 s

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

2007 Mazda MAZDA3 s

Tacoma, WA

UnscoredInsufficient · 3
$3,300Mileage not verified

Comparison: 3 similar vehicles

Tacoma, WA

2008 BMW 5 Series 535i

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

2008 BMW 5 Series 535i

Tacoma, WA

UnscoredInsufficient · 0
$3,395180,000 mi

Tacoma, WA

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

Lakewood, WA

UnscoredInsufficient · 4
$3,400154,100 mi

Comparison: 4 similar vehicles

Lakewood, WA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Lakewood, WA

UnscoredLimited · 9
$3,400133,000 mi

Comparison: 9 similar vehicles

Lakewood, WA

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Tacoma, WA

UnscoredInsufficient · 0
$3,400164,000 mi

Tacoma, WA

2008 Audi A4 Base

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

2008 Audi A4 Base

Lakewood, WA

Great DealLimited · 16
$3,400114,432 mi

Market: $4,200 – $7,484

Comparison: 16 similar vehicles

Competitively priced ~19% below the typical range compared to similar vehicles · 53 days listed (based on current market benchmarks)

Lakewood, WA

2006 Kia Optima LX

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

2006 Kia Optima LX

Tacoma, WA

UnscoredInsufficient · 0
$3,400155,257 mi

Tacoma, WA

2010 Ford Focus SES

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

2010 Ford Focus SES

Lakewood, WA

UnscoredInsufficient · 4
$3,475252,485 mi

Comparison: 4 similar vehicles

Lakewood, WA

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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