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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

500 listings found

2007 Ford Fusion SE

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

2007 Ford Fusion SE

Wasilla, AK

UnscoredInsufficient · 0
$3,500204,969 mi

Wasilla, AK

2018 Ford Focus SE

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

2018 Ford Focus SE

Anchorage, AK

UnscoredInsufficient · 0
$4,385120,000 mi

Anchorage, AK

2007 Ford Fusion SE

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

2007 Ford Fusion SE

Anchorage, AK

UnscoredInsufficient · 0
$4,500Mileage not verified

Anchorage, AK

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Anchorage, AK

UnscoredInsufficient · 0
$4,650121,309 mi

Anchorage, AK

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

Anchorage, AK

UnscoredInsufficient · 0
$4,999197,993 mi

Anchorage, AK

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Anchorage, AK

UnscoredInsufficient · 0
$5,135103,350 mi

Anchorage, AK

2011 Ford Focus SES

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

2011 Ford Focus SES

Fairbanks, AK

UnscoredInsufficient · 0
$5,555159,899 mi

Fairbanks, AK

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Fairbanks, AK

UnscoredInsufficient · 0
$5,850156,732 mi

Fairbanks, AK

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Fairbanks, AK

UnscoredInsufficient · 0
$5,990119,082 mi

Fairbanks, AK

2015 Ford Focus SE

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

2015 Ford Focus SE

Anchorage, AK

UnscoredInsufficient · 0
$5,995133,983 mi

Anchorage, AK

2012 Suzuki SX4 Sedan LE

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

2012 Suzuki SX4 Sedan LE

Anchorage, AK

UnscoredInsufficient · 0
$5,995152,515 mi

Anchorage, AK

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Anchorage, AK

UnscoredInsufficient · 0
$5,995Mileage not verified

Anchorage, AK

2019 Kia RIO S

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

2019 Kia RIO S

Anchorage, AK

UnscoredInsufficient · 0
$6,13578,524 mi

Anchorage, AK

2016 Ford Focus SE

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

2016 Ford Focus SE

Anchorage, AK

UnscoredInsufficient · 0
$6,135113,000 mi

Anchorage, AK

2012 Dodge Avenger SXT Plus

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

2012 Dodge Avenger SXT Plus

Anchorage, AK

UnscoredInsufficient · 0
$6,500141,147 mi

Anchorage, AK

2012 Chevrolet Cruze LTZ

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

2012 Chevrolet Cruze LTZ

Fairbanks, AK

UnscoredInsufficient · 0
$6,543141,744 mi

Fairbanks, AK

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Anchorage, AK

UnscoredInsufficient · 0
$6,750123,691 mi

Anchorage, AK

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Anchorage, AK

UnscoredInsufficient · 0
$6,750127,849 mi

Anchorage, AK

2014 Buick LaCrosse Leather

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

2014 Buick LaCrosse Leather

Fairbanks, AK

UnscoredInsufficient · 0
$6,975184,557 mi

Fairbanks, AK

2016 Nissan Versa Sedan S

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

2016 Nissan Versa Sedan S

Anchorage, AK

UnscoredInsufficient · 0
$6,99598,579 mi

Anchorage, AK

2011 Subaru Impreza 2.5i

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

2011 Subaru Impreza 2.5i

Anchorage, AK

UnscoredInsufficient · 0
$6,995120,155 mi

Anchorage, AK

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Anchorage, AK

UnscoredInsufficient · 0
$7,13558,258 mi

Anchorage, AK

2015 Hyundai Accent GLS

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

2015 Hyundai Accent GLS

Fairbanks, AK

UnscoredInsufficient · 0
$7,777110,746 mi

Fairbanks, AK

2008 Acura TL Base

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

2008 Acura TL Base

Anchorage, AK

UnscoredInsufficient · 0
$7,961130,533 mi

Anchorage, AK

2019 Nissan Altima S

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

2019 Nissan Altima S

Anchorage, AK

UnscoredInsufficient · 0
$7,988175,010 mi

Anchorage, AK

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Anchorage, AK

UnscoredInsufficient · 0
$7,988131,440 mi

Anchorage, AK

2016 Nissan Sentra S

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

2016 Nissan Sentra S

Anchorage, AK

UnscoredInsufficient · 0
$7,988135,158 mi

Anchorage, AK

2011 Dodge Avenger Express

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

2011 Dodge Avenger Express

Soldotna, AK

UnscoredInsufficient · 0
$7,990119,242 mi

Soldotna, AK

2017 Chevrolet Sonic LT

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

2017 Chevrolet Sonic LT

Anchorage, AK

UnscoredInsufficient · 0
$7,995113,234 mi

Anchorage, AK

2009 Toyota Avalon XLS

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

2009 Toyota Avalon XLS

Anchorage, AK

UnscoredInsufficient · 0
$7,995200,500 mi

Anchorage, AK

2016 Ford Focus SE

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

2016 Ford Focus SE

Anchorage, AK

UnscoredInsufficient · 0
$8,000128,449 mi

Anchorage, AK

2012 Ford Taurus SEL

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

2012 Ford Taurus SEL

Wasilla, AK

UnscoredInsufficient · 0
$8,490140,028 mi

Wasilla, AK

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Juneau, AK

UnscoredInsufficient · 0
$8,494171,233 mi

Juneau, AK

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Soldotna, AK

UnscoredInsufficient · 0
$8,495127,081 mi

Soldotna, AK

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Anchorage, AK

UnscoredInsufficient · 0
$8,50053,428 mi

Anchorage, AK

2011 Toyota Camry Base

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

2011 Toyota Camry Base

Anchorage, AK

UnscoredInsufficient · 0
$8,500145,373 mi

Anchorage, AK

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Anchorage, AK

UnscoredInsufficient · 0
$8,750109,612 mi

Anchorage, AK

2018 Volkswagen Passat SE

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

2018 Volkswagen Passat SE

Fairbanks, AK

UnscoredInsufficient · 0
$8,765140,269 mi

Fairbanks, AK

2012 Toyota Camry LE

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

2012 Toyota Camry LE

Fairbanks, AK

UnscoredInsufficient · 0
$8,765140,402 mi

Fairbanks, AK

2015 Dodge Charger SXT

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

2015 Dodge Charger SXT

Fairbanks, AK

UnscoredInsufficient · 0
$8,899139,157 mi

Fairbanks, AK

2015 Hyundai Sonata Hybrid Base

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

2015 Hyundai Sonata Hybrid Base

Wasilla, AK

UnscoredInsufficient · 0
$8,900108,366 mi

Wasilla, AK

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Wasilla, AK

UnscoredInsufficient · 0
$8,980119,825 mi

Wasilla, AK

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Soldotna, AK

UnscoredInsufficient · 0
$8,990172,448 mi

Soldotna, AK

2013 Nissan Sentra SV

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

2013 Nissan Sentra SV

Anchorage, AK

UnscoredInsufficient · 0
$8,99959,062 mi

Anchorage, AK

2020 Kia FORTE GT-Line

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

2020 Kia FORTE GT-Line

Anchorage, AK

UnscoredInsufficient · 0
$9,13583,000 mi

Anchorage, AK

2014 Mazda MAZDA6 i Touring

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

2014 Mazda MAZDA6 i Touring

Anchorage, AK

UnscoredInsufficient · 0
$9,248154,281 mi

Anchorage, AK

2019 Nissan Versa Sedan SV

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

2019 Nissan Versa Sedan SV

Soldotna, AK

UnscoredInsufficient · 0
$9,50074,520 mi

Soldotna, AK

2012 Chrysler 300 Limited

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

2012 Chrysler 300 Limited

Anchorage, AK

UnscoredInsufficient · 0
$9,561101,520 mi

Anchorage, AK

2016 Hyundai Elantra Limited

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

2016 Hyundai Elantra Limited

Anchorage, AK

UnscoredInsufficient · 0
$9,75047,230 mi

Anchorage, AK

2016 Kia Optima LX

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

2016 Kia Optima LX

Anchorage, AK

UnscoredInsufficient · 0
$9,80088,329 mi

Anchorage, AK

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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