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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

38 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

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

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 Lincoln MKS Base

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

2012 Lincoln MKS Base

Hibbing, MN

UnscoredInsufficient · 0
$9,34188,652 mi

Hibbing, 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

2016 Nissan Maxima Platinum

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

2016 Nissan Maxima Platinum

Hibbing, MN

UnscoredInsufficient · 4
$12,304152,684 mi

Comparison: 4 similar vehicles

Hibbing, MN

2011 Lincoln Town Car Signature Limited

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

2011 Lincoln Town Car Signature Limited

Cohasset, MN

UnscoredInsufficient · 0
$12,33950,275 mi

Cohasset, MN

2016 Chevrolet Malibu 2LT

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

2016 Chevrolet Malibu 2LT

Cohasset, MN

UnscoredInsufficient · 0
$12,346105,963 mi

Cohasset, MN

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Aitkin, MN

UnscoredInsufficient · 0
$13,73953,550 mi

Aitkin, MN

2016 Cadillac XTS Luxury Collection

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

2016 Cadillac XTS Luxury Collection

Grand Rapids, MN

UnscoredLimited · 5
$13,99892,992 mi

Comparison: 5 similar vehicles

Grand Rapids, MN

2021 Hyundai Elantra SE

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

2021 Hyundai Elantra SE

Aitkin, MN

UnscoredInsufficient · 0
$14,01583,755 mi

Aitkin, MN

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Aitkin, MN

UnscoredInsufficient · 3
$14,24065,187 mi

Comparison: 3 similar vehicles

Aitkin, MN

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Aitkin, MN

UnscoredLimited · 5
$14,34981,997 mi

Comparison: 5 similar vehicles

Aitkin, MN

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Aitkin, MN

UnscoredInsufficient · 3
$14,44445,032 mi

Comparison: 3 similar vehicles

Aitkin, MN

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Aitkin, MN

UnscoredInsufficient · 3
$14,58761,583 mi

Comparison: 3 similar vehicles

Aitkin, MN

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Aitkin, MN

UnscoredInsufficient · 3
$14,70041,194 mi

Comparison: 3 similar vehicles

Aitkin, MN

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Aitkin, MN

UnscoredInsufficient · 3
$15,09333,036 mi

Comparison: 3 similar vehicles

Aitkin, MN

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Aitkin, MN

UnscoredInsufficient · 0
$15,50528,762 mi

Aitkin, MN

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Aitkin, MN

Fair PriceLimited · 14
$15,69879,835 mi

Market: $12,049 – $16,849

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Aitkin, MN

2016 Chevrolet Impala Limited 1LZ

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

2016 Chevrolet Impala Limited 1LZ

Pine River, MN

UnscoredInsufficient · 0
$16,25038,900 mi

Pine River, MN

2018 Nissan Maxima SL

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

2018 Nissan Maxima SL

Grand Rapids, MN

UnscoredInsufficient · 0
$17,69181,973 mi

Grand Rapids, MN

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Hibbing, MN

OverpricedModerate · 23
$18,34567,199 mi

Market: $16,825 – $18,148

Comparison: 23 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Hibbing, MN

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Grand Rapids, MN

UnscoredInsufficient · 0
$18,74833,568 mi

Grand Rapids, MN

2024 Chevrolet Malibu 2LT

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

2024 Chevrolet Malibu 2LT

Grand Rapids, MN

Fair PriceLimited · 14
$19,33057,936 mi

Market: $19,091 – $24,333

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Grand Rapids, MN

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Hibbing, MN

Fair PriceLimited · 19
$19,34555,675 mi

Market: $17,888 – $19,599

Comparison: 19 similar vehicles

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

Hibbing, MN

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Hibbing, MN

Fair PriceLimited · 19
$19,34555,995 mi

Market: $17,888 – $19,599

Comparison: 19 similar vehicles

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

Hibbing, MN

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Hibbing, MN

UnscoredLimited · 7
$19,34548,932 mi

Comparison: 7 similar vehicles

Hibbing, MN

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Hibbing, MN

UnscoredInsufficient · 3
$19,64556,350 mi

Comparison: 3 similar vehicles

Hibbing, MN

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Aitkin, MN

Fair PriceModerate · 34
$19,82546,711 mi

Market: $14,995 – $21,341

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Aitkin, MN

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Hibbing, MN

UnscoredInsufficient · 3
$20,34553,775 mi

Comparison: 3 similar vehicles

Hibbing, MN

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Hibbing, MN

Fair PriceModerate · 26
$20,74548,059 mi

Market: $18,644 – $21,341

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Hibbing, MN

2023 Hyundai Sonata N Line

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

2023 Hyundai Sonata N Line

Hibbing, MN

UnscoredInsufficient · 0
$20,96081,255 mi

Hibbing, MN

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Hibbing, MN

Fair PriceModerate · 37
$21,04546,898 mi

Market: $18,988 – $23,595

Comparison: 37 similar vehicles

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

Hibbing, MN

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Grand Rapids, MN

OverpricedModerate · 42
$22,33036,332 mi

Market: $18,255 – $21,798

Comparison: 42 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Grand Rapids, MN

2025 Hyundai Sonata SEL

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

2025 Hyundai Sonata SEL

Hibbing, MN

UnscoredLimited · 7
$22,34551,789 mi

Comparison: 7 similar vehicles

Hibbing, MN

2020 Lincoln Continental Reserve

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

2020 Lincoln Continental Reserve

Cohasset, MN

UnscoredInsufficient · 0
$35,34227,878 mi

Cohasset, 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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