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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

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 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Arnolds Park, IA

UnscoredModerate · 23
$3,877153,869 mi

Comparison: 23 similar vehicles

Arnolds Park, IA

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

2012 Chevrolet Malibu 1LZ

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

2012 Chevrolet Malibu 1LZ

Garretson, SD

UnscoredInsufficient · 3
$4,000116,000 mi

Comparison: 3 similar vehicles

Garretson, SD

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Spencer, IA

UnscoredLimited · 6
$4,500115,650 mi

Comparison: 6 similar vehicles

Spencer, IA

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Windom, MN

UnscoredInsufficient · 0
$4,671209,000 mi

Windom, 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 Buick Regal Premium 1 4WD

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

2014 Buick Regal Premium 1 4WD

Spirit Lake, IA

UnscoredInsufficient · 0
$4,855176,807 mi

Spirit Lake, IA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Windom, MN

UnscoredModerate · 36
$4,995181,926 mi

Comparison: 36 similar vehicles

Windom, MN

2012 Mitsubishi Lancer GT

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

2012 Mitsubishi Lancer GT

Windom, MN

UnscoredInsufficient · 0
$5,495155,845 mi

Windom, MN

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Brandon, SD

UnscoredLimited · 6
$5,500140,087 mi

Comparison: 6 similar vehicles

Brandon, SD

2017 Nissan Altima SL

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

2017 Nissan Altima SL

Estherville, IA

UnscoredInsufficient · 3
$5,950190,112 mi

Comparison: 3 similar vehicles

Estherville, IA

2016 Chevrolet Cruze Limited LTZ

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

2016 Chevrolet Cruze Limited LTZ

Windom, MN

UnscoredInsufficient · 0
$5,995213,682 mi

Windom, MN

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Windom, MN

UnscoredModerate · 33
$5,995215,470 mi

Comparison: 33 similar vehicles

Windom, MN

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Spirit Lake, IA

UnscoredLimited · 11
$6,175147,763 mi

Comparison: 11 similar vehicles

Spirit Lake, IA

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

2014 Nissan Altima S

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

2014 Nissan Altima S

Worthington, MN

UnscoredLimited · 10
$6,500127,394 mi

Comparison: 10 similar vehicles

Worthington, 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

2016 Chrysler 200 S

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

2016 Chrysler 200 S

Windom, MN

UnscoredLimited · 11
$6,995186,496 mi

Comparison: 11 similar vehicles

Windom, 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 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

2014 Kia Cadenza SXL

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

2014 Kia Cadenza SXL

Brandon, SD

UnscoredInsufficient · 0
$7,650117,612 mi

Brandon, SD

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Rock Valley, IA

UnscoredLimited · 9
$7,900156,592 mi

Comparison: 9 similar vehicles

Rock Valley, IA

2019 Chevrolet Malibu 1FL

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

2019 Chevrolet Malibu 1FL

Windom, MN

UnscoredInsufficient · 0
$7,995217,034 mi

Windom, MN

2018 Volkswagen Passat SE

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

2018 Volkswagen Passat SE

Windom, MN

UnscoredInsufficient · 0
$7,995173,830 mi

Windom, 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

2013 Chevrolet Cruze ECO

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

2013 Chevrolet Cruze ECO

Brandon, SD

UnscoredInsufficient · 0
$7,999156,329 mi

Brandon, SD

2012 Chevrolet Cruze LTZ

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

2012 Chevrolet Cruze LTZ

Brandon, SD

UnscoredLimited · 6
$7,99970,672 mi

Comparison: 6 similar vehicles

Brandon, SD

2016 Chevrolet Cruze LS

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

2016 Chevrolet Cruze LS

Brandon, SD

UnscoredInsufficient · 4
$8,499104,300 mi

Comparison: 4 similar vehicles

Brandon, SD

2008 Honda Accord EX

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

2008 Honda Accord EX

Estherville, IA

UnscoredInsufficient · 3
$8,550145,519 mi

Comparison: 3 similar vehicles

Estherville, IA

2014 Chevrolet Malibu 1LZ

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

2014 Chevrolet Malibu 1LZ

Rock Valley, IA

UnscoredInsufficient · 0
$8,900132,353 mi

Rock Valley, IA

2010 Honda Accord LX-P

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

2010 Honda Accord LX-P

Estherville, IA

UnscoredLimited · 5
$8,950122,209 mi

Comparison: 5 similar vehicles

Estherville, IA

2016 Chevrolet Malibu 1FL

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

2016 Chevrolet Malibu 1FL

Brandon, SD

UnscoredInsufficient · 0
$8,999204,250 mi

Brandon, SD

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

Worthington, MN

Fair PriceLimited · 14
$9,29490,146 mi

Market: $4,495 – $12,195

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Worthington, MN

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Estherville, IA

UnscoredLimited · 8
$9,450110,775 mi

Comparison: 8 similar vehicles

Estherville, IA

2021 Kia K5 LXS

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

2021 Kia K5 LXS

Garretson, SD

UnscoredInsufficient · 4
$9,750109,000 mi

Comparison: 4 similar vehicles

Garretson, SD

2014 Toyota Camry XLE Hybrid

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

2014 Toyota Camry XLE Hybrid

Arnolds Park, IA

UnscoredInsufficient · 0
$9,775175,473 mi

Arnolds Park, IA

2013 Chrysler 300 C

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

2013 Chrysler 300 C

Worthington, MN

UnscoredInsufficient · 0
$10,000154,225 mi

Worthington, MN

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Sibley, IA

Fair PriceModerate · 45
$10,440107,375 mi

Market: $4,956 – $15,140

Comparison: 45 similar vehicles

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

Sibley, IA

2016 Chevrolet Impala 2LZ

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

2016 Chevrolet Impala 2LZ

Sibley, IA

UnscoredModerate · 21
$10,490144,906 mi

Comparison: 21 similar vehicles

Sibley, IA

2021 Nissan Versa Sedan SV

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

2021 Nissan Versa Sedan SV

Windom, MN

UnscoredLimited · 8
$10,995110,934 mi

Comparison: 8 similar vehicles

Windom, MN

2015 BMW 3 Series 335i

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

2015 BMW 3 Series 335i

Garretson, SD

UnscoredInsufficient · 0
$12,500114,000 mi

Garretson, SD

2019 Ford Fusion Hybrid Titanium

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

2019 Ford Fusion Hybrid Titanium

Spencer, IA

UnscoredInsufficient · 0
$13,080110,082 mi

Spencer, IA

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Spirit Lake, IA

UnscoredLimited · 5
$13,17579,375 mi

Comparison: 5 similar vehicles

Spirit Lake, IA

2021 Nissan Sentra SV

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

2021 Nissan Sentra SV

Spencer, IA

Fair PriceLimited · 11
$13,68095,521 mi

Market: $11,440 – $13,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 231 days listed (based on current market benchmarks)

Spencer, IA

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

Estherville, IA

UnscoredLimited · 13
$13,850132,708 mi

Comparison: 13 similar vehicles

Estherville, IA

2021 Chevrolet Malibu 1LT

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

2021 Chevrolet Malibu 1LT

Orange City, IA

UnscoredInsufficient · 3
$14,100106,154 mi

Comparison: 3 similar vehicles

Orange City, IA

2021 Chevrolet Malibu 1LT

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

2021 Chevrolet Malibu 1LT

Rock Rapids, IA

Fair PriceLimited · 12
$14,490106,375 mi

Market: $8,950 – $25,173

Comparison: 12 similar vehicles

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

Rock Rapids, IA

2015 Lexus GS 350

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

2015 Lexus GS 350

Arnolds Park, IA

UnscoredInsufficient · 0
$14,788174,451 mi

Arnolds Park, IA

2022 Hyundai Sonata SE

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

2022 Hyundai Sonata SE

Worthington, MN

UnscoredInsufficient · 0
$14,95070,020 mi

Worthington, 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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