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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Winter Haven, FL

UnscoredLimited · 5
$1,200204,404 mi

Comparison: 5 similar vehicles

Winter Haven, FL

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Bradenton, FL

UnscoredInsufficient · 3
$1,299198,484 mi

Comparison: 3 similar vehicles

Bradenton, FL

2003 Chevrolet Monte Carlo SS

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

2003 Chevrolet Monte Carlo SS

Bradenton, FL

UnscoredInsufficient · 0
$1,299125,000 mi

Bradenton, FL

2007 Toyota Prius Base

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

2007 Toyota Prius Base

Tampa, FL

UnscoredInsufficient · 4
$1,399Mileage not verified

Comparison: 4 similar vehicles

Tampa, FL

2009 Pontiac Torrent Base

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

2009 Pontiac Torrent Base

Tampa, FL

UnscoredInsufficient · 0
$1,450160,000 mi

Tampa, FL

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Tampa, FL

UnscoredInsufficient · 3
$1,500167,130 mi

Comparison: 3 similar vehicles

Tampa, FL

2005 Dodge Caravan SXT

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

2005 Dodge Caravan SXT

Winter Haven, FL

UnscoredInsufficient · 0
$1,500252,000 mi

Winter Haven, FL

2002 Chevrolet TrailBlazer LTZ

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

2002 Chevrolet TrailBlazer LTZ

Tampa, FL

UnscoredInsufficient · 0
$1,500218,894 mi

Tampa, FL

2009 Honda Civic LX

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

2009 Honda Civic LX

Tampa, FL

UnscoredLimited · 14
$1,525178,020 mi

Comparison: 14 similar vehicles

Tampa, FL

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Pinellas Park, FL

UnscoredInsufficient · 4
$1,545156,145 mi

Comparison: 4 similar vehicles

Pinellas Park, FL

2006 Ford Five Hundred SEL

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

2006 Ford Five Hundred SEL

Kenneth City, FL

UnscoredInsufficient · 0
$1,588269,000 mi

Kenneth City, FL

2002 Honda Accord LX

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

2002 Honda Accord LX

Mulberry, FL

UnscoredInsufficient · 0
$1,595157,343 mi

Mulberry, 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 · 7
$1,650210,000 mi

Comparison: 7 similar vehicles

Tampa, FL

2012 Hyundai Accent GLS

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

2012 Hyundai Accent GLS

Lakeland, FL

UnscoredLimited · 10
$1,700146,146 mi

Comparison: 10 similar vehicles

Lakeland, FL

2010 Toyota Prius I

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

2010 Toyota Prius I

Lake Alfred, FL

UnscoredLimited · 6
$1,700Mileage not verified

Comparison: 6 similar vehicles

Lake Alfred, FL

2010 Nissan Altima Base

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

2010 Nissan Altima Base

Tampa, FL

Salvage title
$1,750170,000 mi

Tampa, 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

No Photo

1997 Ford Escort LX

Spring Hill, FL

UnscoredInsufficient · 0
$1,750Mileage not verified

Spring Hill, FL

2001 Mazda Protege DX

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

2001 Mazda Protege DX

Mulberry, FL

UnscoredInsufficient · 0
$1,795226,595 mi

Mulberry, FL

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Largo, FL

UnscoredLimited · 5
$1,799247,228 mi

Comparison: 5 similar vehicles

Largo, FL

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Winter Haven, FL

UnscoredInsufficient · 4
$1,800Mileage not verified

Comparison: 4 similar vehicles

Winter Haven, FL

2009 Hyundai Accent GLS

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

2009 Hyundai Accent GLS

Winter Haven, FL

UnscoredInsufficient · 3
$1,800170,153 mi

Comparison: 3 similar vehicles

Winter Haven, 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

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Winter Haven, FL

UnscoredInsufficient · 0
$1,800152,465 mi

Winter Haven, FL

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Tampa, FL

UnscoredInsufficient · 4
$1,800177,472 mi

Comparison: 4 similar vehicles

Tampa, FL

2012 Nissan Altima SR

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

2012 Nissan Altima SR

Tampa, FL

UnscoredInsufficient · 4
$1,830145,254 mi

Comparison: 4 similar vehicles

Tampa, FL

2011 Nissan Altima Base

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

2011 Nissan Altima Base

Tampa, FL

Salvage title
$1,850101,000 mi

Tampa, FL

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Tampa, FL

UnscoredInsufficient · 3
$1,850260,000 mi

Comparison: 3 similar vehicles

Tampa, FL

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Tampa, FL

UnscoredLimited · 5
$1,850201,000 mi

Comparison: 5 similar vehicles

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

No Photo

2005 Dodge Grand Caravan SXT

Spring Hill, FL

UnscoredInsufficient · 4
$1,895Mileage not verified

Comparison: 4 similar vehicles

Spring Hill, FL

1999 Nissan Altima SE

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

1999 Nissan Altima SE

Tarpon Springs, FL

UnscoredInsufficient · 0
$1,895154,024 mi

Tarpon Springs, FL

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Tampa, FL

UnscoredLimited · 11
$1,897174,212 mi

Comparison: 11 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 · 13
$1,900178,024 mi

Comparison: 13 similar vehicles

Thonotosassa, FL

2013 Kia Rio LX

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

2013 Kia Rio LX

Tampa, FL

UnscoredInsufficient · 0
$1,900158,986 mi

Tampa, FL

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Tampa, FL

UnscoredLimited · 5
$1,900228,924 mi

Comparison: 5 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 · 14
$1,950205,000 mi

Comparison: 14 similar vehicles

Tampa, FL

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

Tampa, FL

UnscoredLimited · 11
$1,950187,000 mi

Comparison: 11 similar vehicles

Tampa, FL

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Tampa, FL

UnscoredInsufficient · 3
$1,950169,000 mi

Comparison: 3 similar vehicles

Tampa, FL

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Tampa, FL

UnscoredLimited · 8
$1,950189,000 mi

Comparison: 8 similar vehicles

Tampa, FL

2010 Ford Focus SE

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

2010 Ford Focus SE

Tampa, FL

UnscoredInsufficient · 3
$1,950199,000 mi

Comparison: 3 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 · 10
$1,950186,000 mi

Comparison: 10 similar vehicles

Tampa, FL

2010 Kia Rio SX

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

2010 Kia Rio SX

Tampa, FL

UnscoredInsufficient · 0
$1,950199,000 mi

Tampa, FL

2008 Mercury Milan Base

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

2008 Mercury Milan Base

Tampa, FL

UnscoredInsufficient · 0
$1,950189,000 mi

Tampa, FL

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Tampa, FL

UnscoredLimited · 5
$1,950158,000 mi

Comparison: 5 similar vehicles

Tampa, FL

No Photo

2004 Volvo S80 2.5T AWD A

St. Petersburg, FL

UnscoredInsufficient · 0
$1,950111,111 mi

St. Petersburg, FL

1996 Ford Windstar LX

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

1996 Ford Windstar LX

Lakeland, FL

UnscoredInsufficient · 0
$1,980159,000 mi

Lakeland, FL

2009 Nissan Maxima SV

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

2009 Nissan Maxima SV

Kenneth City, FL

UnscoredInsufficient · 4
$1,988190,000 mi

Comparison: 4 similar vehicles

Kenneth City, FL

2008 Toyota Yaris Base

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

2008 Toyota Yaris Base

Kenneth City, FL

UnscoredInsufficient · 4
$1,988270,000 mi

Comparison: 4 similar vehicles

Kenneth City, 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 · 7
$1,988188,000 mi

Comparison: 7 similar vehicles

Kenneth City, FL

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 manage their profile, 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, exports, and enhanced merchandising.
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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