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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

34 listings found

2015 Nissan Altima S

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

2015 Nissan Altima S

Bagley, MN

UnscoredLimited · 8
$3,995216,228 mi

Comparison: 8 similar vehicles

Bagley, MN

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Bagley, MN

UnscoredInsufficient · 3
$3,995220,977 mi

Comparison: 3 similar vehicles

Bagley, MN

2008 Kia Optima LX

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

2008 Kia Optima LX

Bagley, MN

UnscoredInsufficient · 0
$3,995148,175 mi

Bagley, 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

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Bagley, MN

UnscoredLimited · 8
$4,995110,533 mi

Comparison: 8 similar vehicles

Bagley, MN

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Bemidji, MN

UnscoredInsufficient · 0
$4,995138,000 mi

Bemidji, MN

2014 Ford Focus SE

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

2014 Ford Focus SE

Park Rapids, MN

Fair PriceModerate · 20
$6,348104,372 mi

Market: $3,345 – $9,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Park Rapids, MN

2015 Chevrolet Impala Limited 1FL

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

2015 Chevrolet Impala Limited 1FL

Bemidji, MN

UnscoredInsufficient · 0
$7,995163,000 mi

Bemidji, MN

2012 Toyota Camry XLE

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

2012 Toyota Camry XLE

Bemidji, MN

UnscoredLimited · 7
$7,995220,000 mi

Comparison: 7 similar vehicles

Bemidji, MN

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Bagley, MN

UnscoredInsufficient · 0
$7,995129,332 mi

Bagley, MN

2009 Toyota Camry XLE

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

2009 Toyota Camry XLE

Bemidji, MN

UnscoredLimited · 7
$8,500175,000 mi

Comparison: 7 similar vehicles

Bemidji, 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

2011 Toyota Corolla LE

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

2011 Toyota Corolla LE

Bemidji, MN

UnscoredInsufficient · 0
$8,995132,000 mi

Bemidji, MN

2018 Ford Focus SE

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

2018 Ford Focus SE

Bagley, MN

UnscoredLimited · 8
$9,99567,885 mi

Comparison: 8 similar vehicles

Bagley, 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

2019 Subaru Impreza Base

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

2019 Subaru Impreza Base

Kelliher, MN

UnscoredInsufficient · 0
$11,80099,000 mi

Kelliher, MN

2017 Ford Taurus SE

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

2017 Ford Taurus SE

Blackduck, MN

UnscoredInsufficient · 0
$11,99591,652 mi

Blackduck, MN

2016 Nissan Maxima Platinum

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

2016 Nissan Maxima Platinum

Park Rapids, MN

UnscoredInsufficient · 3
$13,765125,116 mi

Comparison: 3 similar vehicles

Park Rapids, MN

2016 Toyota Corolla LE Premium

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

2016 Toyota Corolla LE Premium

Bemidji, MN

UnscoredInsufficient · 0
$15,59571,843 mi

Bemidji, MN

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Bagley, MN

Fair PriceModerate · 22
$17,99571,329 mi

Market: $16,840 – $21,401

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Bagley, MN

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Park Rapids, MN

UnscoredInsufficient · 0
$19,95030,566 mi

Park Rapids, MN

2014 Mercedes-Benz E-Class E350 Sport

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

2014 Mercedes-Benz E-Class E350 Sport

Bagley, MN

UnscoredInsufficient · 0
$19,99542,527 mi

Bagley, MN

2026 Toyota Corolla LE

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

2026 Toyota Corolla LE

Bemidji, MN

UnscoredInsufficient · 0
$26,628Mileage not verified

Bemidji, MN

2024 Toyota Camry LE

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

2024 Toyota Camry LE

Bemidji, MN

UnscoredLimited · 5
$26,99529,000 mi

Comparison: 5 similar vehicles

Bemidji, MN

2025 Honda Civic Sport

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

2025 Honda Civic Sport

Bemidji, MN

UnscoredInsufficient · 0
$27,8457,210 mi

Bemidji, MN

2026 Honda Civic Sport

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

2026 Honda Civic Sport

Bemidji, MN

Fair PriceRobust · 70
$28,695Mileage not verified

Market: $26,890 – $31,794

Comparison: 70 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Bemidji, MN

2023 Toyota Camry SE

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

2023 Toyota Camry SE

Bemidji, MN

UnscoredInsufficient · 0
$30,34527,109 mi

Bemidji, MN

2026 Toyota Corolla SE

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

2026 Toyota Corolla SE

Bemidji, MN

UnscoredInsufficient · 0
$31,364Mileage not verified

Bemidji, MN

2026 Honda Accord SE

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

2026 Honda Accord SE

Bemidji, MN

UnscoredInsufficient · 3
$32,240Mileage not verified

Comparison: 3 similar vehicles

Bemidji, MN

2026 Honda Accord SE

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

2026 Honda Accord SE

Bemidji, MN

UnscoredInsufficient · 3
$32,340Mileage not verified

Comparison: 3 similar vehicles

Bemidji, MN

2026 Honda Accord SE

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

2026 Honda Accord SE

Bemidji, MN

UnscoredInsufficient · 3
$32,695Mileage not verified

Comparison: 3 similar vehicles

Bemidji, MN

2026 Honda Accord SE

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

2026 Honda Accord SE

Bemidji, MN

UnscoredInsufficient · 3
$32,795Mileage not verified

Comparison: 3 similar vehicles

Bemidji, MN

2026 Toyota Camry LE

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

2026 Toyota Camry LE

Bemidji, MN

UnscoredLimited · 5
$35,004Mileage not verified

Comparison: 5 similar vehicles

Bemidji, 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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