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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

148 listings found

2005 Mercury Grand Marquis LS

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

2005 Mercury Grand Marquis LS

Aitkin, MN

UnscoredInsufficient · 0
$2,849190,347 mi

Aitkin, MN

2002 Saturn S-Series SL1

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

2002 Saturn S-Series SL1

Royalton, MN

UnscoredInsufficient · 0
$2,95085,000 mi

Royalton, MN

2012 Buick Verano 1SD

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

2012 Buick Verano 1SD

Pequot Lakes, MN

UnscoredInsufficient · 0
$2,999201,316 mi

Pequot Lakes, MN

2009 Mazda MAZDA3 i Touring

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

2009 Mazda MAZDA3 i Touring

Pequot Lakes, MN

UnscoredInsufficient · 0
$2,999152,636 mi

Pequot Lakes, MN

2012 BMW 7 Series 750i

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

2012 BMW 7 Series 750i

Little Falls, MN

UnscoredInsufficient · 0
$4,950178,991 mi

Little Falls, MN

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

Park Rapids, MN

UnscoredLimited · 15
$4,995142,674 mi

Comparison: 15 similar vehicles

Park Rapids, MN

2012 Ford Focus SE

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

2012 Ford Focus SE

Park Rapids, MN

UnscoredLimited · 6
$4,99590,656 mi

Comparison: 6 similar vehicles

Park Rapids, MN

2005 Toyota Corolla LE

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

2005 Toyota Corolla LE

Brainerd, MN

UnscoredInsufficient · 0
$4,995142,650 mi

Brainerd, MN

2008 BMW 5 Series 528xi

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

2008 BMW 5 Series 528xi

Pequot Lakes, MN

UnscoredInsufficient · 0
$4,999165,618 mi

Pequot Lakes, MN

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Little Falls, MN

UnscoredLimited · 6
$5,350125,232 mi

Comparison: 6 similar vehicles

Little Falls, MN

2002 Buick LeSabre Custom

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

2002 Buick LeSabre Custom

Brainerd, MN

UnscoredInsufficient · 0
$5,499174,516 mi

Brainerd, MN

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Brainerd, MN

UnscoredLimited · 9
$5,995142,360 mi

Comparison: 9 similar vehicles

Brainerd, MN

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Staples, MN

UnscoredInsufficient · 0
$6,345157,084 mi

Staples, MN

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Wadena, MN

UnscoredInsufficient · 0
$6,350125,785 mi

Wadena, MN

2013 Toyota Corolla LE

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

2013 Toyota Corolla LE

Staples, MN

UnscoredInsufficient · 4
$6,80093,930 mi

Comparison: 4 similar vehicles

Staples, MN

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Little Falls, MN

Fair PriceModerate · 20
$6,950102,311 mi

Market: $2,999 – $12,144

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Little Falls, MN

2018 Nissan Altima S

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

2018 Nissan Altima S

Wadena, MN

UnscoredLimited · 9
$6,990193,197 mi

Comparison: 9 similar vehicles

Wadena, MN

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

Brainerd, MN

UnscoredInsufficient · 0
$6,995100,921 mi

Brainerd, MN

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Brainerd, MN

UnscoredLimited · 12
$6,995144,449 mi

Comparison: 12 similar vehicles

Brainerd, MN

2013 Cadillac XTS Luxury Collection

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

2013 Cadillac XTS Luxury Collection

Brainerd, MN

UnscoredInsufficient · 0
$6,995186,754 mi

Brainerd, MN

2006 Mercedes-Benz E-Class E500

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

2006 Mercedes-Benz E-Class E500

Brainerd, MN

UnscoredInsufficient · 0
$6,99581,491 mi

Brainerd, MN

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Baxter, MN

UnscoredInsufficient · 0
$7,950193,110 mi

Baxter, MN

2008 Saturn Aura Green Line

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

2008 Saturn Aura Green Line

Brainerd, MN

UnscoredInsufficient · 0
$7,99513,539 mi

Brainerd, MN

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Brainerd, MN

UnscoredLimited · 11
$7,999154,649 mi

Comparison: 11 similar vehicles

Brainerd, MN

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Brainerd, MN

UnscoredLimited · 11
$7,999154,724 mi

Comparison: 11 similar vehicles

Brainerd, MN

2011 Buick Lucerne CXL

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

2011 Buick Lucerne CXL

Brainerd, MN

UnscoredInsufficient · 4
$7,999137,559 mi

Comparison: 4 similar vehicles

Brainerd, MN

2010 Buick LaCrosse CXL

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

2010 Buick LaCrosse CXL

Brainerd, MN

UnscoredInsufficient · 0
$7,999130,861 mi

Brainerd, MN

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Staples, MN

UnscoredLimited · 6
$8,345137,773 mi

Comparison: 6 similar vehicles

Staples, MN

2016 Chevrolet Cruze Limited 2LT

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

2016 Chevrolet Cruze Limited 2LT

Brainerd, MN

UnscoredInsufficient · 0
$8,995114,497 mi

Brainerd, MN

2015 Nissan Altima S

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

2015 Nissan Altima S

Park Rapids, MN

UnscoredLimited · 8
$8,99586,542 mi

Comparison: 8 similar vehicles

Park Rapids, MN

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Brainerd, MN

UnscoredLimited · 6
$8,995101,199 mi

Comparison: 6 similar vehicles

Brainerd, MN

2008 Honda Civic LX

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

2008 Honda Civic LX

Brainerd, MN

UnscoredLimited · 8
$8,99599,243 mi

Comparison: 8 similar vehicles

Brainerd, MN

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Brainerd, MN

UnscoredLimited · 19
$8,999164,745 mi

Comparison: 19 similar vehicles

Brainerd, MN

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Brainerd, MN

UnscoredLimited · 11
$8,999130,205 mi

Comparison: 11 similar vehicles

Brainerd, MN

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Brainerd, MN

UnscoredInsufficient · 0
$8,999112,740 mi

Brainerd, MN

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Brainerd, MN

UnscoredInsufficient · 0
$8,999145,993 mi

Brainerd, MN

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Brainerd, MN

Fair PriceLimited · 14
$8,999117,043 mi

Market: $5,344 – $10,975

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Brainerd, MN

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Brainerd, MN

UnscoredLimited · 8
$8,999147,584 mi

Comparison: 8 similar vehicles

Brainerd, MN

2012 Lincoln MKZ Hybrid

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

2012 Lincoln MKZ Hybrid

Pine River, MN

UnscoredInsufficient · 0
$9,50082,977 mi

Pine River, MN

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Aitkin, MN

OverpricedLimited · 10
$9,776124,753 mi

Market: $6,999 – $8,995

Comparison: 10 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Aitkin, MN

2011 Toyota Camry XLE

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

2011 Toyota Camry XLE

Baxter, MN

UnscoredInsufficient · 0
$9,950173,587 mi

Baxter, MN

2018 Ford Fusion Titanium

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

2018 Ford Fusion Titanium

Park Rapids, MN

UnscoredInsufficient · 4
$9,99594,383 mi

Comparison: 4 similar vehicles

Park Rapids, MN

2012 INFINITI G Sedan 37x

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

2012 INFINITI G Sedan 37x

Brainerd, MN

UnscoredLimited · 5
$9,995130,785 mi

Comparison: 5 similar vehicles

Brainerd, MN

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Brainerd, MN

UnscoredInsufficient · 3
$9,999146,813 mi

Comparison: 3 similar vehicles

Brainerd, MN

2020 Hyundai Elantra SEL

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

2020 Hyundai Elantra SEL

Brainerd, MN

Great DealLimited · 10
$9,999109,307 mi

Market: $10,995 – $13,488

Comparison: 10 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 105 days listed (based on current market benchmarks)

Brainerd, MN

2019 Hyundai Elantra SEL

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

2019 Hyundai Elantra SEL

Brainerd, MN

UnscoredLimited · 7
$9,999134,166 mi

Comparison: 7 similar vehicles

Brainerd, MN

2018 Nissan Sentra SR

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

2018 Nissan Sentra SR

Brainerd, MN

UnscoredInsufficient · 0
$9,999110,024 mi

Brainerd, MN

2018 Hyundai Sonata Limited

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

2018 Hyundai Sonata Limited

Brainerd, MN

UnscoredInsufficient · 0
$9,999144,796 mi

Brainerd, MN

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Brainerd, MN

UnscoredRobust · 56
$9,999130,681 mi

Comparison: 56 similar vehicles

Brainerd, MN

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Brainerd, MN

Fair PriceRobust · 56
$9,999111,077 mi

Market: $4,999 – $20,995

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Brainerd, MN

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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