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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 20, 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

40,103 listings found

1999 Ford Expedition XLT

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

1999 Ford Expedition XLT

Sebring, FL

UnscoredInsufficient · 0
$1,750Mileage not verified

Sebring, FL

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Winter Haven, FL

UnscoredInsufficient · 3
$1,800169,246 mi

Comparison: 3 similar vehicles

Winter Haven, FL

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Arcadia, FL

UnscoredInsufficient · 3
$1,868202,239 mi

Comparison: 3 similar vehicles

Arcadia, 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

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

Mulberry, FL

UnscoredLimited · 5
$2,000Mileage not verified

Comparison: 5 similar vehicles

Mulberry, 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

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

Orlando, FL

UnscoredInsufficient · 3
$2,290197,748 mi

Comparison: 3 similar vehicles

Orlando, FL

2009 Honda CR-V EX-L

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

2009 Honda CR-V EX-L

Lakeland, FL

UnscoredLimited · 7
$2,295243,059 mi

Comparison: 7 similar vehicles

Lakeland, FL

No Photo

2001 Jeep Grand Cherokee LAREDO

Avon Park, FL

UnscoredInsufficient · 0
$2,295199,695 mi

Avon Park, FL

2007 Jeep Compass Sport

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

2007 Jeep Compass Sport

Winter Haven, FL

UnscoredInsufficient · 0
$2,400127,253 mi

Winter Haven, 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

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Mulberry, FL

UnscoredLimited · 11
$2,495231,610 mi

Comparison: 11 similar vehicles

Mulberry, FL

2006 Kia Sorento LX

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

2006 Kia Sorento LX

Mulberry, FL

UnscoredInsufficient · 3
$2,495277,330 mi

Comparison: 3 similar vehicles

Mulberry, FL

2005 Ford Escape Limited

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

2005 Ford Escape Limited

Mulberry, FL

UnscoredInsufficient · 0
$2,495204,915 mi

Mulberry, FL

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Kissimmee, FL

UnscoredLimited · 7
$2,500180,945 mi

Comparison: 7 similar vehicles

Kissimmee, FL

No Photo

2005 GMC Envoy XL SLE

Tampa, FL

UnscoredInsufficient · 0
$2,500212,091 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

1999 Lexus RX 300

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

1999 Lexus RX 300

Lakeland, FL

UnscoredInsufficient · 3
$2,500219,000 mi

Comparison: 3 similar vehicles

Lakeland, FL

2014 Ford Escape SE

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

2014 Ford Escape SE

Winter Haven, FL

UnscoredLimited · 14
$2,600171,439 mi

Comparison: 14 similar vehicles

Winter Haven, FL

2002 Honda CR-V LX

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

2002 Honda CR-V LX

Mulberry, FL

UnscoredInsufficient · 0
$2,600194,310 mi

Mulberry, FL

2015 Chevrolet Trax LS

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

2015 Chevrolet Trax LS

Winter Haven, FL

UnscoredLimited · 8
$2,650196,297 mi

Comparison: 8 similar vehicles

Winter Haven, FL

2000 Ford Explorer XLS

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

2000 Ford Explorer XLS

Lakeland, FL

UnscoredInsufficient · 0
$2,656188,000 mi

Lakeland, FL

2001 GMC Yukon SLE

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

2001 GMC Yukon SLE

Orlando, FL

UnscoredInsufficient · 0
$2,700226,982 mi

Orlando, FL

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Orlando, FL

UnscoredInsufficient · 3
$2,800129,811 mi

Comparison: 3 similar vehicles

Orlando, FL

2014 Mazda CX-9 Touring

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

2014 Mazda CX-9 Touring

Orlando, FL

Salvage title
$2,800186,300 mi

Orlando, 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 · 15
$2,850190,556 mi

Comparison: 15 similar vehicles

Tampa, 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

2015 Nissan Pathfinder SL

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

2015 Nissan Pathfinder SL

Orlando, FL

UnscoredLimited · 14
$2,900124,840 mi

Comparison: 14 similar vehicles

Orlando, FL

2006 Mazda Tribute i

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

2006 Mazda Tribute i

Orlando, FL

UnscoredInsufficient · 3
$2,900170,426 mi

Comparison: 3 similar vehicles

Orlando, FL

2003 Honda CR-V LX

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

2003 Honda CR-V LX

Orlando, FL

UnscoredInsufficient · 0
$2,900219,590 mi

Orlando, 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

UnscoredLimited · 9
$2,950170,447 mi

Comparison: 9 similar vehicles

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

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 · 13
$2,990208,022 mi

Comparison: 13 similar vehicles

Thonotosassa, FL

2014 Ford Escape SE

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

2014 Ford Escape SE

Orlando, FL

UnscoredModerate · 22
$2,990114,758 mi

Comparison: 22 similar vehicles

Orlando, 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

2011 Ford Escape XLS

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

2011 Ford Escape XLS

Orlando, FL

UnscoredInsufficient · 4
$2,990Mileage not verified

Comparison: 4 similar vehicles

Orlando, FL

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Orlando, FL

Fair PriceLimited · 17
$2,990Mileage not verified

Market: $1,950 – $7,250

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Orlando, FL

2009 Nissan Murano S

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

2009 Nissan Murano S

Orlando, FL

UnscoredLimited · 9
$2,990121,232 mi

Comparison: 9 similar vehicles

Orlando, FL

2009 Audi Q7 Premium

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

2009 Audi Q7 Premium

Ocoee, FL

UnscoredInsufficient · 0
$2,990186,641 mi

Ocoee, FL

2015 Ford Escape SE

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

2015 Ford Escape SE

Winter Garden, FL

UnscoredLimited · 9
$2,995226,876 mi

Comparison: 9 similar vehicles

Winter Garden, FL

2014 Chevrolet Equinox 2LT

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

2014 Chevrolet Equinox 2LT

Mulberry, FL

UnscoredLimited · 8
$2,995197,103 mi

Comparison: 8 similar vehicles

Mulberry, FL

2013 Land Rover Range Rover Sport HSE

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

2013 Land Rover Range Rover Sport HSE

Orlando, FL

Salvage title
$2,995155,030 mi

Orlando, FL

2011 Buick Enclave CXL-2

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

2011 Buick Enclave CXL-2

Orlando, FL

Salvage title
$2,995179,399 mi

Orlando, FL

2010 Mazda CX-7 i SV

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

2010 Mazda CX-7 i SV

Davenport, FL

UnscoredInsufficient · 3
$2,995255,921 mi

Comparison: 3 similar vehicles

Davenport, FL

2008 GMC Envoy SLE

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

2008 GMC Envoy SLE

Mulberry, FL

UnscoredInsufficient · 0
$2,995193,892 mi

Mulberry, FL

2006 Ford Explorer Limited

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

2006 Ford Explorer Limited

Mulberry, FL

UnscoredInsufficient · 0
$2,995172,490 mi

Mulberry, FL

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Orlando, FL

UnscoredLimited · 9
$2,999149,590 mi

Comparison: 9 similar vehicles

Orlando, FL

2012 Chevrolet Captiva Sport LT

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

2012 Chevrolet Captiva Sport LT

Orlando, FL

UnscoredInsufficient · 0
$2,999194,163 mi

Orlando, FL

2015 Ford Edge SE

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

2015 Ford Edge SE

Orlando, FL

UnscoredInsufficient · 4
$3,000180,000 mi

Comparison: 4 similar vehicles

Orlando, 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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