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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

89 listings found

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Marshall, MN

Salvage title
$2,249191,732 mi

Marshall, MN

2006 Buick LaCrosse CXS

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

2006 Buick LaCrosse CXS

Redwood Falls, MN

UnscoredInsufficient · 0
$2,295237,100 mi

Redwood Falls, MN

2012 Dodge Avenger R/T

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

2012 Dodge Avenger R/T

Pipestone, MN

UnscoredInsufficient · 0
$3,500256,000 mi

Pipestone, MN

2014 Kia Forte LX

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

2014 Kia Forte LX

Redwood Falls, MN

UnscoredLimited · 7
$3,695201,948 mi

Comparison: 7 similar vehicles

Redwood Falls, MN

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Tracy, MN

UnscoredInsufficient · 4
$3,995214,941 mi

Comparison: 4 similar vehicles

Tracy, MN

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Marshall, MN

UnscoredLimited · 16
$4,149173,899 mi

Comparison: 16 similar vehicles

Marshall, MN

2017 Ford Taurus SEL

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

2017 Ford Taurus SEL

Pipestone, MN

UnscoredInsufficient · 0
$4,750217,000 mi

Pipestone, MN

2014 Ford Focus SE

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

2014 Ford Focus SE

Marshall, MN

UnscoredModerate · 27
$4,992137,902 mi

Comparison: 27 similar vehicles

Marshall, MN

2014 Ford Focus Titanium

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

2014 Ford Focus Titanium

Redwood Falls, MN

Great DealLimited · 11
$4,995111,192 mi

Market: $5,999 – $9,449

Comparison: 11 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 79 days listed (based on current market benchmarks)

Redwood Falls, MN

2014 Mazda MAZDA3 i Sport

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

2014 Mazda MAZDA3 i Sport

Redwood Falls, MN

UnscoredInsufficient · 0
$4,995165,833 mi

Redwood Falls, MN

2012 Kia Optima EX

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

2012 Kia Optima EX

Brookings, SD

UnscoredInsufficient · 3
$5,244150,250 mi

Comparison: 3 similar vehicles

Brookings, SD

2013 Kia Optima EX

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

2013 Kia Optima EX

Marshall, MN

UnscoredInsufficient · 0
$5,499163,014 mi

Marshall, MN

2013 Nissan Maxima S

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

2013 Nissan Maxima S

Redwood Falls, MN

UnscoredInsufficient · 0
$5,788181,554 mi

Redwood Falls, MN

2015 Ford Taurus Limited

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

2015 Ford Taurus Limited

Marshall, MN

UnscoredInsufficient · 0
$6,000199,587 mi

Marshall, MN

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Marshall, MN

UnscoredRobust · 63
$6,349263,000 mi

Comparison: 63 similar vehicles

Marshall, MN

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Marshall, MN

UnscoredLimited · 7
$6,478148,843 mi

Comparison: 7 similar vehicles

Marshall, MN

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Raymond, MN

UnscoredLimited · 5
$6,495180,000 mi

Comparison: 5 similar vehicles

Raymond, MN

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Pipestone, MN

Fair PriceModerate · 42
$6,500114,000 mi

Market: $3,800 – $14,349

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Pipestone, MN

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Pipestone, MN

UnscoredLimited · 9
$6,700132,000 mi

Comparison: 9 similar vehicles

Pipestone, MN

2013 Buick Regal Premium 2

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

2013 Buick Regal Premium 2

Pipestone, MN

UnscoredInsufficient · 0
$7,000121,000 mi

Pipestone, MN

2014 Ford Taurus SEL

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

2014 Ford Taurus SEL

Marshall, MN

UnscoredLimited · 13
$7,049157,892 mi

Comparison: 13 similar vehicles

Marshall, MN

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Marshall, MN

UnscoredLimited · 6
$7,099139,062 mi

Comparison: 6 similar vehicles

Marshall, MN

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Montevideo, MN

UnscoredInsufficient · 3
$7,32296,681 mi

Comparison: 3 similar vehicles

Montevideo, MN

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Pipestone, MN

Fair PriceModerate · 21
$7,50072,000 mi

Market: $3,877 – $10,975

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Pipestone, MN

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Tracy, MN

Fair PriceModerate · 28
$7,995114,016 mi

Market: $5,499 – $12,395

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Tracy, MN

2015 Dodge Charger SXT

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

2015 Dodge Charger SXT

Marshall, MN

UnscoredInsufficient · 4
$8,000173,496 mi

Comparison: 4 similar vehicles

Marshall, MN

2016 Chrysler 300 S

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

2016 Chrysler 300 S

Montevideo, MN

UnscoredInsufficient · 0
$9,000151,542 mi

Montevideo, MN

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Canby, MN

Salvage title
$9,90075,400 mi

Canby, MN

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Marshall, MN

Fair PriceModerate · 40
$9,995113,206 mi

Market: $4,956 – $15,140

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Marshall, MN

2018 Nissan Altima SL

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

2018 Nissan Altima SL

Redwood Falls, MN

UnscoredInsufficient · 4
$10,145105,477 mi

Comparison: 4 similar vehicles

Redwood Falls, MN

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Marshall, MN

UnscoredModerate · 30
$10,219126,581 mi

Comparison: 30 similar vehicles

Marshall, MN

2016 Buick Verano 1SL

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

2016 Buick Verano 1SL

Redwood Falls, MN

UnscoredInsufficient · 0
$10,350138,079 mi

Redwood Falls, MN

2017 Volkswagen Passat SEL Premium

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

2017 Volkswagen Passat SEL Premium

Marshall, MN

UnscoredInsufficient · 0
$10,695134,715 mi

Marshall, MN

2014 Cadillac ATS Luxury Collection

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

2014 Cadillac ATS Luxury Collection

Redwood Falls, MN

UnscoredInsufficient · 3
$10,78886,663 mi

Comparison: 3 similar vehicles

Redwood Falls, MN

2019 Ford Taurus Limited

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

2019 Ford Taurus Limited

Redwood Falls, MN

UnscoredInsufficient · 3
$11,340164,689 mi

Comparison: 3 similar vehicles

Redwood Falls, MN

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Brookings, SD

Fair PriceModerate · 24
$12,14494,687 mi

Market: $4,250 – $12,195

Comparison: 24 similar vehicles

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

Brookings, SD

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Marshall, MN

UnscoredLimited · 9
$12,30471,775 mi

Comparison: 9 similar vehicles

Marshall, MN

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Marshall, MN

UnscoredModerate · 42
$12,499122,737 mi

Comparison: 42 similar vehicles

Marshall, MN

2018 Buick LaCrosse Premium

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

2018 Buick LaCrosse Premium

Brookings, SD

UnscoredInsufficient · 3
$12,544155,071 mi

Comparison: 3 similar vehicles

Brookings, SD

2020 Volkswagen Jetta GLI S

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

2020 Volkswagen Jetta GLI S

Brookings, SD

UnscoredInsufficient · 0
$13,744140,072 mi

Brookings, SD

2021 Nissan Altima S

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

2021 Nissan Altima S

Montevideo, MN

UnscoredInsufficient · 0
$14,50055,477 mi

Montevideo, MN

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Redwood Falls, MN

Fair PriceRobust · 59
$14,78889,590 mi

Market: $12,499 – $19,639

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Redwood Falls, MN

2021 Nissan Altima S

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

2021 Nissan Altima S

Montevideo, MN

UnscoredInsufficient · 0
$16,00035,097 mi

Montevideo, MN

2013 Toyota Avalon XLE Premium

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

2013 Toyota Avalon XLE Premium

Redwood Falls, MN

UnscoredInsufficient · 0
$16,06179,820 mi

Redwood Falls, MN

2017 Lincoln Continental Reserve

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

2017 Lincoln Continental Reserve

Marshall, MN

UnscoredInsufficient · 0
$16,495139,113 mi

Marshall, MN

2021 Nissan Altima S

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

2021 Nissan Altima S

Montevideo, MN

UnscoredInsufficient · 0
$16,50027,355 mi

Montevideo, MN

2024 Hyundai Elantra SEL

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

2024 Hyundai Elantra SEL

Montevideo, MN

UnscoredInsufficient · 0
$17,00067,999 mi

Montevideo, MN

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Montevideo, MN

Fair PriceRobust · 56
$17,50063,101 mi

Market: $16,325 – $20,919

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Montevideo, MN

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Redwood Falls, MN

Fair PriceRobust · 67
$17,94962,530 mi

Market: $16,325 – $20,919

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Redwood Falls, MN

2020 Lincoln MKZ Base/Premiere

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

2020 Lincoln MKZ Base/Premiere

Marshall, MN

UnscoredInsufficient · 0
$17,99971,378 mi

Marshall, 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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