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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

260 listings found

2010 Hyundai Accent GLS

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

2010 Hyundai Accent GLS

Fruitland, ID

UnscoredInsufficient · 0
$2,495235,474 mi

Fruitland, ID

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Nampa, ID

UnscoredInsufficient · 0
$3,200173,440 mi

Nampa, ID

2007 Saab 9-3 2.0T

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

2007 Saab 9-3 2.0T

Nampa, ID

UnscoredInsufficient · 0
$3,500141,733 mi

Nampa, ID

2007 Volkswagen Passat 2.0T

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

2007 Volkswagen Passat 2.0T

Nampa, ID

UnscoredInsufficient · 0
$3,795117,521 mi

Nampa, ID

2011 Chevrolet Aveo 1LT

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

2011 Chevrolet Aveo 1LT

Marsing, ID

UnscoredInsufficient · 0
$4,49599,429 mi

Marsing, ID

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Nampa, ID

UnscoredInsufficient · 0
$4,900133,516 mi

Nampa, ID

2012 Dodge Charger Police

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

2012 Dodge Charger Police

Ontario, OR

UnscoredInsufficient · 0
$4,995244,265 mi

Ontario, OR

2011 Chevrolet Malibu Fleet

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

2011 Chevrolet Malibu Fleet

Nampa, ID

UnscoredInsufficient · 0
$4,995127,070 mi

Nampa, ID

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Nampa, ID

UnscoredInsufficient · 0
$4,999166,500 mi

Nampa, ID

2015 Ford Focus SE

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

2015 Ford Focus SE

Ontario, OR

UnscoredInsufficient · 4
$5,200192,525 mi

Comparison: 4 similar vehicles

Ontario, OR

2017 Nissan Maxima S

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

2017 Nissan Maxima S

Nampa, ID

UnscoredInsufficient · 0
$5,499202,585 mi

Nampa, ID

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Nampa, ID

UnscoredInsufficient · 0
$5,971143,978 mi

Nampa, ID

2016 Ford Taurus Limited

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

2016 Ford Taurus Limited

Nampa, ID

UnscoredInsufficient · 0
$5,995172,814 mi

Nampa, ID

2015 Ford Focus SE

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

2015 Ford Focus SE

Marsing, ID

UnscoredInsufficient · 4
$5,995167,403 mi

Comparison: 4 similar vehicles

Marsing, ID

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Nampa, ID

UnscoredInsufficient · 0
$5,995118,876 mi

Nampa, ID

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Marsing, ID

UnscoredInsufficient · 0
$5,995159,658 mi

Marsing, ID

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Nampa, ID

UnscoredInsufficient · 0
$5,995126,039 mi

Nampa, ID

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Nampa, ID

UnscoredInsufficient · 0
$5,999128,529 mi

Nampa, ID

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Marsing, ID

UnscoredInsufficient · 0
$6,495139,304 mi

Marsing, ID

2014 Subaru Legacy 2.5i Premium

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

2014 Subaru Legacy 2.5i Premium

Fruitland, ID

UnscoredInsufficient · 0
$6,597191,330 mi

Fruitland, ID

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Caldwell, ID

UnscoredInsufficient · 0
$6,800140,887 mi

Caldwell, ID

2018 Kia Optima LX

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

2018 Kia Optima LX

Payette, ID

UnscoredLimited · 14
$6,995160,317 mi

Comparison: 14 similar vehicles

Payette, ID

2016 Dodge Dart Limited

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

2016 Dodge Dart Limited

Caldwell, ID

UnscoredInsufficient · 0
$6,995121,522 mi

Caldwell, ID

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Nampa, ID

UnscoredInsufficient · 0
$6,995107,023 mi

Nampa, ID

2014 Cadillac XTS Luxury Collection

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

2014 Cadillac XTS Luxury Collection

Fruitland, ID

UnscoredInsufficient · 3
$6,995130,147 mi

Comparison: 3 similar vehicles

Fruitland, ID

2013 Nissan Sentra SV

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

2013 Nissan Sentra SV

Fruitland, ID

UnscoredInsufficient · 0
$6,995113,627 mi

Fruitland, ID

2007 Ford Fusion SEL

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

2007 Ford Fusion SEL

Nampa, ID

UnscoredInsufficient · 0
$6,99588,943 mi

Nampa, ID

2006 Honda Accord SE

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

2006 Honda Accord SE

Nampa, ID

UnscoredInsufficient · 0
$6,995124,595 mi

Nampa, ID

2006 Honda Civic LX

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

2006 Honda Civic LX

Nampa, ID

UnscoredInsufficient · 0
$6,995145,813 mi

Nampa, ID

2006 INFINITI G35 Base

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

2006 INFINITI G35 Base

Marsing, ID

UnscoredInsufficient · 0
$6,995133,483 mi

Marsing, ID

2015 Volkswagen Jetta Sport

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

2015 Volkswagen Jetta Sport

Nampa, ID

UnscoredInsufficient · 0
$7,495124,333 mi

Nampa, ID

2017 Kia Forte LX

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

2017 Kia Forte LX

Nampa, ID

UnscoredLimited · 7
$7,952110,607 mi

Comparison: 7 similar vehicles

Nampa, ID

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Fruitland, ID

UnscoredInsufficient · 0
$7,995117,446 mi

Fruitland, ID

2017 Nissan Versa Sedan S

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

2017 Nissan Versa Sedan S

Emmett, ID

UnscoredInsufficient · 0
$7,995120,659 mi

Emmett, ID

2017 Hyundai Sonata Base

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

2017 Hyundai Sonata Base

Payette, ID

UnscoredInsufficient · 0
$7,995154,941 mi

Payette, ID

2015 Hyundai Genesis Base

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

2015 Hyundai Genesis Base

Fruitland, ID

UnscoredInsufficient · 0
$7,995160,101 mi

Fruitland, ID

2014 Honda Accord Sport

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

2014 Honda Accord Sport

Nampa, ID

UnscoredInsufficient · 0
$7,995188,027 mi

Nampa, ID

2013 Chevrolet Cruze LTZ

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

2013 Chevrolet Cruze LTZ

Nampa, ID

UnscoredInsufficient · 0
$7,995102,945 mi

Nampa, ID

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

Caldwell, ID

UnscoredInsufficient · 0
$7,995118,988 mi

Caldwell, ID

2012 Mercedes-Benz E-Class E350 Sport

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

2012 Mercedes-Benz E-Class E350 Sport

Fruitland, ID

UnscoredInsufficient · 0
$7,995145,393 mi

Fruitland, ID

2011 Mercedes-Benz C-Class C300 Luxury

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

2011 Mercedes-Benz C-Class C300 Luxury

Fruitland, ID

UnscoredInsufficient · 0
$7,995136,836 mi

Fruitland, ID

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Emmett, ID

UnscoredInsufficient · 0
$7,995101,110 mi

Emmett, ID

2018 Nissan Sentra SV

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

2018 Nissan Sentra SV

Nampa, ID

UnscoredInsufficient · 4
$7,999137,929 mi

Comparison: 4 similar vehicles

Nampa, ID

2015 Dodge Dart GT

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

2015 Dodge Dart GT

Ontario, OR

UnscoredInsufficient · 0
$7,999135,753 mi

Ontario, OR

2013 Kia Optima LX

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

2013 Kia Optima LX

Ontario, OR

UnscoredInsufficient · 0
$7,999136,151 mi

Ontario, OR

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Ontario, OR

UnscoredInsufficient · 0
$7,99953,453 mi

Ontario, OR

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Nampa, ID

UnscoredInsufficient · 0
$7,999122,677 mi

Nampa, ID

2011 Audi A4 Premium

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

2011 Audi A4 Premium

Ontario, OR

UnscoredInsufficient · 0
$8,120133,515 mi

Ontario, OR

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Nampa, ID

Great DealLimited · 10
$8,50081,845 mi

Market: $9,491 – $9,995

Comparison: 10 similar vehicles

Competitively priced ~10% below the typical range compared to similar vehicles · 229 days listed (based on current market benchmarks)

Nampa, ID

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Nampa, ID

UnscoredInsufficient · 0
$8,70097,756 mi

Nampa, ID

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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