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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 · November 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

257 listings found

2005 Subaru Outback I

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

2005 Subaru Outback I

Mansfield, TX

UnscoredInsufficient · 0
$3,995220,275 mi

Mansfield, TX

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Mansfield, TX

UnscoredInsufficient · 3
$4,995164,717 mi

Comparison: 3 similar vehicles

Mansfield, TX

2013 Subaru Legacy I Premium

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

2013 Subaru Legacy I Premium

Mansfield, TX

UnscoredInsufficient · 0
$4,999172,209 mi

Mansfield, TX

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

Mansfield, TX

UnscoredInsufficient · 0
$4,999166,312 mi

Mansfield, TX

2011 BMW X5 xDrive35i

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

2011 BMW X5 xDrive35i

Mansfield, TX

UnscoredInsufficient · 0
$4,999151,978 mi

Mansfield, TX

2011 INFINITI EX 35 Journey

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

2011 INFINITI EX 35 Journey

Mansfield, TX

UnscoredInsufficient · 0
$4,999174,519 mi

Mansfield, TX

2008 Toyota Camry Hybrid

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

2008 Toyota Camry Hybrid

Mansfield, TX

Unscored
$4,999183,860 mi

Comparison: 5 similar vehicles

Mansfield, TX

2013 Ford Taurus SE

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

2013 Ford Taurus SE

Mansfield, TX

Salvage title
$5,500109,642 mi

Mansfield, TX

2014 Honda Pilot EX-L

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

2014 Honda Pilot EX-L

Mansfield, TX

Unscored
$5,899228,080 mi

Comparison: 6 similar vehicles

Mansfield, TX

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Mansfield, TX

UnscoredInsufficient · 0
$5,900160,316 mi

Mansfield, TX

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Mansfield, TX

Unscored
$5,900203,871 mi

Comparison: 6 similar vehicles

Mansfield, TX

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Mansfield, TX

Salvage title
$5,995129,790 mi

Mansfield, TX

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

Mansfield, TX

UnscoredInsufficient · 0
$5,995184,186 mi

Mansfield, TX

2014 Ford Fusion SE Hybrid

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

2014 Ford Fusion SE Hybrid

Mansfield, TX

Unscored
$5,999144,792 mi

Comparison: 7 similar vehicles

Mansfield, TX

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Mansfield, TX

UnscoredInsufficient · 4
$5,999170,573 mi

Comparison: 4 similar vehicles

Mansfield, TX

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Mansfield, TX

UnscoredInsufficient · 3
$5,999207,178 mi

Comparison: 3 similar vehicles

Mansfield, TX

2013 Buick LaCrosse Premium 2

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

2013 Buick LaCrosse Premium 2

Mansfield, TX

UnscoredInsufficient · 0
$5,99997,902 mi

Mansfield, TX

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

Mansfield, TX

Unscored
$5,999150,352 mi

Comparison: 16 similar vehicles

Mansfield, TX

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Mansfield, TX

Unscored
$5,999139,984 mi

Comparison: 12 similar vehicles

Mansfield, TX

2013 BMW 5 Series 528i

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

2013 BMW 5 Series 528i

Mansfield, TX

Unscored
$5,999155,633 mi

Comparison: 5 similar vehicles

Mansfield, TX

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Mansfield, TX

Unscored
$5,999166,974 mi

Comparison: 10 similar vehicles

Mansfield, TX

2018 Hyundai Elantra SE

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

2018 Hyundai Elantra SE

Mansfield, TX

Unscored
$6,400164,640 mi

Comparison: 5 similar vehicles

Mansfield, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Mansfield, TX

Fair PriceLimited · 14
$6,50090,657 mi

Market: $2,500 – $7,212

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Mansfield, TX

2015 Subaru Outback Base

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

2015 Subaru Outback Base

Mansfield, TX

UnscoredInsufficient · 0
$6,500184,655 mi

Mansfield, TX

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Mansfield, TX

UnscoredInsufficient · 3
$6,500156,640 mi

Comparison: 3 similar vehicles

Mansfield, TX

2007 Ford Explorer Sport Trac Limited

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

2007 Ford Explorer Sport Trac Limited

Mansfield, TX

UnscoredInsufficient · 0
$6,500193,845 mi

Mansfield, TX

2015 Honda Pilot Touring

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

2015 Honda Pilot Touring

Mansfield, TX

Unscored
$6,600242,050 mi

Comparison: 5 similar vehicles

Mansfield, TX

2007 Ford Econoline Van Commercial

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

2007 Ford Econoline Van Commercial

Mansfield, TX

Unscored
$6,600121,635 mi

Comparison: 7 similar vehicles

Mansfield, TX

2020 Jeep Cherokee Latitude

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

2020 Jeep Cherokee Latitude

Mansfield, TX

Salvage title
$6,995100,353 mi

Mansfield, TX

2017 Kia Forte LX

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

2017 Kia Forte LX

Mansfield, TX

Fair PriceLimited · 18
$6,995119,522 mi

Market: $5,290 – $17,145

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Mansfield, TX

2017 Jeep Renegade Altitude Package

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

2017 Jeep Renegade Altitude Package

Mansfield, TX

UnscoredInsufficient · 4
$6,995121,208 mi

Comparison: 4 similar vehicles

Mansfield, TX

2011 Chevrolet Express Cargo Work Van

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

2011 Chevrolet Express Cargo Work Van

Mansfield, TX

Unscored
$6,995196,781 mi

Comparison: 6 similar vehicles

Mansfield, TX

2011 Mercedes-Benz E-Class E350 Luxury

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

2011 Mercedes-Benz E-Class E350 Luxury

Mansfield, TX

Unscored
$6,995138,840 mi

Comparison: 10 similar vehicles

Mansfield, TX

2019 Nissan Sentra SR

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

2019 Nissan Sentra SR

Mansfield, TX

UnscoredInsufficient · 4
$6,999152,599 mi

Comparison: 4 similar vehicles

Mansfield, TX

2018 Jeep Compass Limited

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

2018 Jeep Compass Limited

Mansfield, TX

Unscored
$6,999165,571 mi

Comparison: 5 similar vehicles

Mansfield, TX

2017 Buick Encore Essence

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

2017 Buick Encore Essence

Mansfield, TX

Unscored
$6,999148,971 mi

Comparison: 16 similar vehicles

Mansfield, TX

2016 Nissan Frontier S

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

2016 Nissan Frontier S

Mansfield, TX

Unscored
$6,999185,066 mi

Comparison: 5 similar vehicles

Mansfield, TX

2016 Kia Optima EX

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

2016 Kia Optima EX

Mansfield, TX

UnscoredInsufficient · 4
$6,999133,914 mi

Comparison: 4 similar vehicles

Mansfield, TX

2015 Nissan Pathfinder SL

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

2015 Nissan Pathfinder SL

Mansfield, TX

Unscored
$6,999143,554 mi

Comparison: 22 similar vehicles

Mansfield, TX

2011 Audi Q5 Premium

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

2011 Audi Q5 Premium

Mansfield, TX

UnscoredInsufficient · 3
$6,999129,200 mi

Comparison: 3 similar vehicles

Mansfield, TX

2015 Kia Optima SX

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

2015 Kia Optima SX

Mansfield, TX

Salvage title
$7,200123,875 mi

Mansfield, TX

2015 Nissan Rogue S

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

2015 Nissan Rogue S

Mansfield, TX

Salvage title
$7,30083,771 mi

Mansfield, TX

2012 Toyota RAV4 Base

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

2012 Toyota RAV4 Base

Mansfield, TX

Unscored
$7,300149,988 mi

Comparison: 23 similar vehicles

Mansfield, TX

2016 Ford Fusion Hybrid SE

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

2016 Ford Fusion Hybrid SE

Mansfield, TX

UnscoredInsufficient · 0
$7,500135,195 mi

Mansfield, TX

2015 Hyundai Genesis Base

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

2015 Hyundai Genesis Base

Mansfield, TX

Unscored
$7,500176,584 mi

Comparison: 5 similar vehicles

Mansfield, TX

2012 Volvo C30 T5

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

2012 Volvo C30 T5

Mansfield, TX

UnscoredInsufficient · 0
$7,50080,130 mi

Mansfield, TX

2018 Chevrolet Trax LS

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

2018 Chevrolet Trax LS

Mansfield, TX

Unscored
$7,700113,605 mi

Comparison: 6 similar vehicles

Mansfield, TX

2017 Subaru Legacy Sport

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

2017 Subaru Legacy Sport

Mansfield, TX

Salvage title
$7,995127,684 mi

Mansfield, TX

2015 Mercedes-Benz C-Class C250 Sport

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

2015 Mercedes-Benz C-Class C250 Sport

Mansfield, TX

Unscored
$7,995106,755 mi

Comparison: 5 similar vehicles

Mansfield, TX

2013 Hyundai Tucson Limited

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

2013 Hyundai Tucson Limited

Mansfield, TX

Unscored
$7,995106,560 mi

Comparison: 5 similar vehicles

Mansfield, TX

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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