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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

77 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

2011 Kia Forte EX

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

2011 Kia Forte EX

Milbank, SD

UnscoredInsufficient · 3
$3,537159,765 mi

Comparison: 3 similar vehicles

Milbank, SD

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Morris, MN

UnscoredLimited · 7
$3,990239,970 mi

Comparison: 7 similar vehicles

Morris, 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 · 17
$4,149173,899 mi

Comparison: 17 similar vehicles

Marshall, MN

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Morris, MN

UnscoredLimited · 8
$4,990Mileage not verified

Comparison: 8 similar vehicles

Morris, MN

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Ortonville, MN

UnscoredInsufficient · 0
$4,99569,815 mi

Ortonville, MN

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Montevideo, MN

UnscoredLimited · 11
$5,000161,370 mi

Comparison: 11 similar vehicles

Montevideo, MN

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

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Morris, MN

UnscoredLimited · 8
$5,990176,278 mi

Comparison: 8 similar vehicles

Morris, MN

2007 Buick LaCrosse CXS

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

2007 Buick LaCrosse CXS

Ortonville, MN

UnscoredInsufficient · 0
$5,995114,901 mi

Ortonville, 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 · 62
$6,349263,000 mi

Comparison: 62 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

2011 Cadillac DTS Luxury Collection

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

2011 Cadillac DTS Luxury Collection

Ortonville, MN

UnscoredInsufficient · 0
$6,99576,384 mi

Ortonville, 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

2010 Buick LaCrosse CXS

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

2010 Buick LaCrosse CXS

Ortonville, MN

UnscoredInsufficient · 0
$7,99557,668 mi

Ortonville, MN

2009 Toyota Camry Base

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

2009 Toyota Camry Base

Morris, MN

UnscoredInsufficient · 0
$8,100149,827 mi

Morris, MN

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Morris, MN

UnscoredInsufficient · 4
$8,332123,322 mi

Comparison: 4 similar vehicles

Morris, MN

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Morris, MN

UnscoredLimited · 5
$8,990117,488 mi

Comparison: 5 similar vehicles

Morris, MN

2016 Buick Regal Base

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

2016 Buick Regal Base

Ortonville, MN

UnscoredInsufficient · 0
$8,995102,477 mi

Ortonville, 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 · 3
$9,000151,542 mi

Comparison: 3 similar vehicles

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

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Morris, MN

UnscoredModerate · 22
$9,990123,997 mi

Comparison: 22 similar vehicles

Morris, 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 – $15,340

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Marshall, 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 · 36
$10,219126,581 mi

Comparison: 36 similar vehicles

Marshall, 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

2016 Toyota Camry Special Edition

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

2016 Toyota Camry Special Edition

Milbank, SD

UnscoredLimited · 12
$10,764164,278 mi

Comparison: 12 similar vehicles

Milbank, SD

2015 Chevrolet Impala 2LT

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

2015 Chevrolet Impala 2LT

Morris, MN

UnscoredInsufficient · 4
$10,990146,755 mi

Comparison: 4 similar vehicles

Morris, MN

2018 Chevrolet Malibu 1LS

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

2018 Chevrolet Malibu 1LS

Morris, MN

UnscoredInsufficient · 3
$11,990122,990 mi

Comparison: 3 similar vehicles

Morris, MN

2015 Chevrolet Malibu 2LZ

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

2015 Chevrolet Malibu 2LZ

Morris, MN

UnscoredInsufficient · 0
$11,990123,423 mi

Morris, MN

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 · 8
$12,30471,775 mi

Comparison: 8 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 · 43
$12,499122,737 mi

Comparison: 43 similar vehicles

Marshall, MN

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Morris, MN

Fair PriceModerate · 30
$13,349105,189 mi

Market: $6,975 – $15,349

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Morris, MN

2017 Ford Fusion Titanium

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

2017 Ford Fusion Titanium

Morris, MN

UnscoredInsufficient · 0
$13,49096,051 mi

Morris, 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 · 3
$14,50055,477 mi

Comparison: 3 similar vehicles

Montevideo, MN

2021 Chevrolet Malibu 1LT

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

2021 Chevrolet Malibu 1LT

Morris, MN

Fair PriceLimited · 13
$14,990103,303 mi

Market: $14,100 – $16,850

Comparison: 13 similar vehicles

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

Morris, 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

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 · 54
$17,50063,101 mi

Market: $16,325 – $20,918

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Montevideo, 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

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

UnscoredLimited · 7
$18,43154,686 mi

Comparison: 7 similar vehicles

Marshall, MN

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Montevideo, MN

Fair PriceModerate · 49
$19,00046,656 mi

Market: $14,995 – $21,249

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Montevideo, MN

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Montevideo, MN

UnscoredLimited · 8
$19,00053,456 mi

Comparison: 8 similar vehicles

Montevideo, MN

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Montevideo, MN

UnscoredLimited · 8
$19,00053,135 mi

Comparison: 8 similar vehicles

Montevideo, MN

2024 Hyundai Elantra Limited

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

2024 Hyundai Elantra Limited

Montevideo, MN

UnscoredLimited · 5
$19,00056,210 mi

Comparison: 5 similar vehicles

Montevideo, 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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