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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

45,679 listings found

2014 Honda Pilot EX

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

2014 Honda Pilot EX

Lakeland, FL

UnscoredInsufficient · 0
$1,309112,185 mi

Lakeland, FL

2003 Mazda Tribute LX

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

2003 Mazda Tribute LX

Tampa, FL

UnscoredInsufficient · 0
$1,750220,000 mi

Tampa, FL

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Tampa, FL

UnscoredLimited · 10
$1,868179,253 mi

Comparison: 10 similar vehicles

Tampa, FL

2014 Ford Escape SE

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

2014 Ford Escape SE

Thonotosassa, FL

UnscoredLimited · 14
$1,900178,024 mi

Comparison: 14 similar vehicles

Thonotosassa, FL

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Tampa, FL

UnscoredLimited · 14
$1,950205,000 mi

Comparison: 14 similar vehicles

Tampa, FL

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Tampa, FL

UnscoredLimited · 9
$1,950186,000 mi

Comparison: 9 similar vehicles

Tampa, FL

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Kenneth City, FL

UnscoredLimited · 6
$1,988188,000 mi

Comparison: 6 similar vehicles

Kenneth City, FL

2013 Nissan Pathfinder SV

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

2013 Nissan Pathfinder SV

Holiday, FL

UnscoredLimited · 6
$1,990248,379 mi

Comparison: 6 similar vehicles

Holiday, FL

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Tampa, FL

UnscoredLimited · 8
$2,200170,545 mi

Comparison: 8 similar vehicles

Tampa, FL

2014 Nissan Rogue S

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

2014 Nissan Rogue S

Tampa, FL

UnscoredLimited · 6
$2,250249,000 mi

Comparison: 6 similar vehicles

Tampa, FL

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Kenneth City, FL

UnscoredInsufficient · 0
$2,288190,000 mi

Kenneth City, FL

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Tampa, FL

UnscoredLimited · 12
$2,350165,000 mi

Comparison: 12 similar vehicles

Tampa, FL

2007 Ford Explorer XLT

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

2007 Ford Explorer XLT

Kenneth City, FL

UnscoredLimited · 9
$2,388210,000 mi

Comparison: 9 similar vehicles

Kenneth City, FL

2011 Nissan JUKE SL

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

2011 Nissan JUKE SL

Tampa, FL

UnscoredInsufficient · 0
$2,400139,721 mi

Tampa, FL

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Tampa, FL

UnscoredLimited · 8
$2,450157,000 mi

Comparison: 8 similar vehicles

Tampa, FL

2011 Nissan Rogue S Krom Edition

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

2011 Nissan Rogue S Krom Edition

Tampa, FL

UnscoredInsufficient · 0
$2,450175,000 mi

Tampa, FL

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Lakeland, FL

UnscoredInsufficient · 3
$2,450213,109 mi

Comparison: 3 similar vehicles

Lakeland, FL

2007 Nissan Murano S

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

2007 Nissan Murano S

Tampa, FL

UnscoredInsufficient · 0
$2,450136,000 mi

Tampa, FL

2015 Jeep Compass Sport

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

2015 Jeep Compass Sport

Kenneth City, FL

UnscoredInsufficient · 3
$2,488158,000 mi

Comparison: 3 similar vehicles

Kenneth City, FL

No Photo

2002 Ford Explorer Eddie Bauer

Spring Hill, FL

UnscoredInsufficient · 0
$2,495184,880 mi

Spring Hill, FL

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Tampa, FL

UnscoredLimited · 17
$2,500165,562 mi

Comparison: 17 similar vehicles

Tampa, FL

2013 Chevrolet Traverse LS

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

2013 Chevrolet Traverse LS

Tampa, FL

UnscoredLimited · 6
$2,500207,355 mi

Comparison: 6 similar vehicles

Tampa, FL

No Photo

2005 GMC Envoy XL SLE

Tampa, FL

UnscoredInsufficient · 0
$2,500212,091 mi

Tampa, FL

No Photo

2004 BMW X3 3.0i

Tampa, FL

UnscoredInsufficient · 0
$2,500142,675 mi

Tampa, FL

2003 Mazda Tribute ES

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

2003 Mazda Tribute ES

Thonotosassa, FL

UnscoredInsufficient · 0
$2,500147,169 mi

Thonotosassa, FL

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Kenneth City, FL

UnscoredInsufficient · 3
$2,588269,000 mi

Comparison: 3 similar vehicles

Kenneth City, FL

2001 Suzuki Grand Vitara LIMITED

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

2001 Suzuki Grand Vitara LIMITED

Kenneth City, FL

UnscoredInsufficient · 0
$2,58886,000 mi

Kenneth City, FL

2005 Isuzu Ascender S

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

2005 Isuzu Ascender S

Kenneth City, FL

UnscoredInsufficient · 0
$2,598189,000 mi

Kenneth City, FL

2016 Dodge Journey SXT

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

2016 Dodge Journey SXT

Tampa, FL

UnscoredLimited · 13
$2,650199,000 mi

Comparison: 13 similar vehicles

Tampa, FL

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Tampa, FL

UnscoredLimited · 12
$2,650170,000 mi

Comparison: 12 similar vehicles

Tampa, FL

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Tampa, FL

UnscoredInsufficient · 3
$2,650175,000 mi

Comparison: 3 similar vehicles

Tampa, FL

2014 Nissan Rogue S

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

2014 Nissan Rogue S

Tampa, FL

UnscoredLimited · 6
$2,750200,000 mi

Comparison: 6 similar vehicles

Tampa, FL

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Tampa, FL

UnscoredLimited · 14
$2,750149,000 mi

Comparison: 14 similar vehicles

Tampa, FL

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Tampa, FL

Fair PriceLimited · 14
$2,800117,821 mi

Market: $2,350 – $7,799

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Tampa, FL

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Tampa, FL

UnscoredLimited · 18
$2,850190,556 mi

Comparison: 18 similar vehicles

Tampa, FL

2011 Ford Explorer XLT

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

2011 Ford Explorer XLT

Hudson, FL

UnscoredLimited · 11
$2,850200,532 mi

Comparison: 11 similar vehicles

Hudson, FL

2017 Ford Escape SE

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

2017 Ford Escape SE

Kenneth City, FL

UnscoredLimited · 17
$2,888Mileage not verified

Comparison: 17 similar vehicles

Kenneth City, FL

2008 Mazda CX-9 Grand Touring AWD

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

2008 Mazda CX-9 Grand Touring AWD

Tampa, FL

UnscoredInsufficient · 0
$2,888184,110 mi

Tampa, FL

2003 Mercedes-Benz M-Class ML 320

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

2003 Mercedes-Benz M-Class ML 320

Clearwater, FL

UnscoredInsufficient · 0
$2,888186,530 mi

Clearwater, FL

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Tampa, FL

UnscoredLimited · 15
$2,897160,459 mi

Comparison: 15 similar vehicles

Tampa, FL

2009 Chevrolet Equinox LT

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

2009 Chevrolet Equinox LT

Tampa, FL

UnscoredInsufficient · 0
$2,900150,000 mi

Tampa, FL

2004 Ford Expedition XLT

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

2004 Ford Expedition XLT

Hudson, FL

UnscoredInsufficient · 0
$2,900207,933 mi

Hudson, FL

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Tampa, FL

UnscoredInsufficient · 4
$2,950189,000 mi

Comparison: 4 similar vehicles

Tampa, FL

2013 Chevrolet Captiva Sport 2LS

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

2013 Chevrolet Captiva Sport 2LS

Lakeland, FL

UnscoredInsufficient · 0
$2,950229,570 mi

Lakeland, FL

2011 Chevrolet Equinox LTZ

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

2011 Chevrolet Equinox LTZ

Lakeland, FL

UnscoredInsufficient · 0
$2,950170,447 mi

Lakeland, FL

1999 Mercedes-Benz M-Class ML320

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

1999 Mercedes-Benz M-Class ML320

Lakeland, FL

UnscoredInsufficient · 0
$2,950169,572 mi

Lakeland, FL

2014 Jeep Compass Latitude

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

2014 Jeep Compass Latitude

Kenneth City, FL

UnscoredLimited · 6
$2,988179,000 mi

Comparison: 6 similar vehicles

Kenneth City, FL

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Clearwater, FL

UnscoredLimited · 7
$2,988189,080 mi

Comparison: 7 similar vehicles

Clearwater, FL

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Thonotosassa, FL

UnscoredLimited · 16
$2,990208,022 mi

Comparison: 16 similar vehicles

Thonotosassa, FL

2012 Cadillac SRX Performance Collection

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

2012 Cadillac SRX Performance Collection

Thonotosassa, FL

UnscoredInsufficient · 3
$2,990253,257 mi

Comparison: 3 similar vehicles

Thonotosassa, FL

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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