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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

109 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

2001 Chrysler Sebring LX

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

2001 Chrysler Sebring LX

Watertown, SD

UnscoredInsufficient · 0
$3,000144,542 mi

Watertown, SD

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Watertown, SD

UnscoredInsufficient · 0
$3,495137,413 mi

Watertown, SD

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Watertown, SD

UnscoredLimited · 6
$3,500192,747 mi

Comparison: 6 similar vehicles

Watertown, SD

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

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Watertown, SD

Salvage title
$3,799151,924 mi

Watertown, SD

2009 Lincoln MKZ Base

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

2009 Lincoln MKZ Base

Watertown, SD

UnscoredInsufficient · 0
$3,999170,809 mi

Watertown, SD

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

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

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

2010 Subaru Legacy 3.6R Limited

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

2010 Subaru Legacy 3.6R Limited

Watertown, SD

UnscoredInsufficient · 0
$5,000203,566 mi

Watertown, SD

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

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 · 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

2015 Nissan Sentra S

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

2015 Nissan Sentra S

Watertown, SD

UnscoredInsufficient · 3
$6,99597,612 mi

Comparison: 3 similar vehicles

Watertown, SD

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

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Watertown, SD

UnscoredInsufficient · 4
$7,59973,000 mi

Comparison: 4 similar vehicles

Watertown, SD

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Ortonville, MN

UnscoredLimited · 7
$7,99599,855 mi

Comparison: 7 similar vehicles

Ortonville, 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

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

2013 Chevrolet Impala 1FL

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

2013 Chevrolet Impala 1FL

Brookings, SD

UnscoredInsufficient · 4
$8,050135,537 mi

Comparison: 4 similar vehicles

Brookings, SD

2011 Buick LaCrosse CXL

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

2011 Buick LaCrosse CXL

Watertown, SD

UnscoredLimited · 7
$8,90090,265 mi

Comparison: 7 similar vehicles

Watertown, SD

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Watertown, SD

UnscoredRobust · 50
$8,995128,326 mi

Comparison: 50 similar vehicles

Watertown, SD

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

2018 Ford Taurus SE

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

2018 Ford Taurus SE

Watertown, SD

UnscoredInsufficient · 4
$8,999143,557 mi

Comparison: 4 similar vehicles

Watertown, SD

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

2014 Chevrolet Impala 2LZ

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

2014 Chevrolet Impala 2LZ

Brookings, SD

UnscoredLimited · 11
$9,495154,826 mi

Comparison: 11 similar vehicles

Brookings, SD

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

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Watertown, SD

Fair PriceModerate · 35
$9,995109,023 mi

Market: $5,500 – $14,985

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Watertown, SD

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

2014 Buick LaCrosse Premium 1

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

2014 Buick LaCrosse Premium 1

Watertown, SD

UnscoredInsufficient · 0
$9,995104,786 mi

Watertown, SD

2015 Hyundai Genesis Base

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

2015 Hyundai Genesis Base

Watertown, SD

UnscoredInsufficient · 4
$10,099117,750 mi

Comparison: 4 similar vehicles

Watertown, SD

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

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

2012 Buick LaCrosse Leather

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

2012 Buick LaCrosse Leather

Watertown, SD

UnscoredInsufficient · 0
$10,799199,201 mi

Watertown, SD

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Watertown, SD

Fair PriceModerate · 37
$10,850100,200 mi

Market: $4,956 – $15,140

Comparison: 37 similar vehicles

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

Watertown, SD

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Brookings, SD

Fair PriceLimited · 19
$11,495119,706 mi

Market: $5,250 – $15,341

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 180 days listed (based on current market benchmarks)

Brookings, SD

2013 Dodge Charger SXT

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

2013 Dodge Charger SXT

Brookings, SD

UnscoredInsufficient · 0
$11,50095,459 mi

Brookings, SD

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Brookings, SD

Fair PriceLimited · 11
$12,050110,540 mi

Market: $6,304 – $24,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Brookings, SD

2016 Chevrolet Malibu 1FL

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

2016 Chevrolet Malibu 1FL

Brookings, SD

UnscoredInsufficient · 0
$12,05091,562 mi

Brookings, SD

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

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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