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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

96 listings found

2007 Ford Taurus SE

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

2007 Ford Taurus SE

O'Neill, NE

Salvage title
$1,750261,465 mi

O'Neill, NE

2002 Mercury Sable GS

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

2002 Mercury Sable GS

O'Neill, NE

UnscoredInsufficient · 0
$1,750252,138 mi

O'Neill, NE

2016 Nissan Altima SL

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

2016 Nissan Altima SL

Humphrey, NE

UnscoredLimited · 5
$4,000186,258 mi

Comparison: 5 similar vehicles

Humphrey, NE

2017 Nissan Altima SV

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

2017 Nissan Altima SV

Humphrey, NE

UnscoredInsufficient · 3
$4,500231,582 mi

Comparison: 3 similar vehicles

Humphrey, NE

2007 Lincoln MKZ Base

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

2007 Lincoln MKZ Base

Humphrey, NE

UnscoredInsufficient · 0
$4,500160,258 mi

Humphrey, NE

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Neligh, NE

UnscoredInsufficient · 0
$4,850300,402 mi

Neligh, NE

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Madison, NE

UnscoredLimited · 6
$4,999163,765 mi

Comparison: 6 similar vehicles

Madison, NE

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Humphrey, NE

UnscoredModerate · 36
$5,000188,258 mi

Comparison: 36 similar vehicles

Humphrey, NE

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Albion, NE

UnscoredLimited · 18
$5,500137,000 mi

Comparison: 18 similar vehicles

Albion, NE

2013 Chevrolet Cruze LTZ

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

2013 Chevrolet Cruze LTZ

Humphrey, NE

UnscoredLimited · 5
$5,500165,258 mi

Comparison: 5 similar vehicles

Humphrey, NE

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Humphrey, NE

UnscoredInsufficient · 0
$5,500122,580 mi

Humphrey, NE

2003 Buick LeSabre Custom

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

2003 Buick LeSabre Custom

O'Neill, NE

UnscoredInsufficient · 0
$5,950212,902 mi

O'Neill, NE

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Genoa, NE

UnscoredLimited · 7
$5,995132,000 mi

Comparison: 7 similar vehicles

Genoa, NE

2005 Chrysler 300 Touring

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

2005 Chrysler 300 Touring

Humphrey, NE

UnscoredInsufficient · 0
$6,000130,280 mi

Humphrey, NE

2014 Dodge Charger Police

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

2014 Dodge Charger Police

Neligh, NE

UnscoredInsufficient · 0
$6,850190,000 mi

Neligh, NE

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

O'Neill, NE

UnscoredInsufficient · 3
$6,950221,929 mi

Comparison: 3 similar vehicles

O'Neill, NE

2006 Buick Lucerne CXS

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

2006 Buick Lucerne CXS

O'Neill, NE

UnscoredInsufficient · 0
$6,950154,947 mi

O'Neill, NE

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

O'Neill, NE

UnscoredLimited · 19
$6,950159,221 mi

Comparison: 19 similar vehicles

O'Neill, NE

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Humphrey, NE

UnscoredLimited · 8
$7,000204,619 mi

Comparison: 8 similar vehicles

Humphrey, NE

2005 Audi A4 Base

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

2005 Audi A4 Base

Humphrey, NE

UnscoredInsufficient · 0
$7,000104,258 mi

Humphrey, NE

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

O'Neill, NE

UnscoredInsufficient · 0
$7,450147,876 mi

O'Neill, NE

2014 Buick LaCrosse Leather

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

2014 Buick LaCrosse Leather

Albion, NE

UnscoredInsufficient · 4
$7,50096,000 mi

Comparison: 4 similar vehicles

Albion, NE

2013 Buick Verano 1SG

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

2013 Buick Verano 1SG

Oakdale, NE

UnscoredInsufficient · 0
$7,50065,090 mi

Oakdale, NE

2008 Buick Lucerne CXS

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

2008 Buick Lucerne CXS

O'Neill, NE

UnscoredInsufficient · 0
$7,950132,270 mi

O'Neill, NE

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

Creighton, NE

UnscoredLimited · 9
$7,995149,954 mi

Comparison: 9 similar vehicles

Creighton, NE

2006 Mercedes-Benz CLS-Class CLS500

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

2006 Mercedes-Benz CLS-Class CLS500

Humphrey, NE

UnscoredInsufficient · 0
$8,00083,556 mi

Humphrey, NE

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

O'Neill, NE

UnscoredLimited · 8
$8,450133,093 mi

Comparison: 8 similar vehicles

O'Neill, NE

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Oakdale, NE

Fair PriceModerate · 32
$8,50088,672 mi

Market: $3,975 – $17,995

Comparison: 32 similar vehicles

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

Oakdale, NE

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Oakdale, NE

UnscoredInsufficient · 0
$9,00059,567 mi

Oakdale, NE

2007 Toyota Camry XLE

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

2007 Toyota Camry XLE

Genoa, NE

UnscoredInsufficient · 0
$9,000170,000 mi

Genoa, NE

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

Creighton, NE

UnscoredInsufficient · 4
$9,995102,101 mi

Comparison: 4 similar vehicles

Creighton, NE

2019 Volkswagen Jetta SE

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

2019 Volkswagen Jetta SE

Norfolk, NE

UnscoredInsufficient · 0
$12,90073,163 mi

Norfolk, NE

2013 Chrysler 300 Base

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

2013 Chrysler 300 Base

Creighton, NE

UnscoredInsufficient · 3
$12,995116,688 mi

Comparison: 3 similar vehicles

Creighton, NE

2012 Honda Civic LX

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

2012 Honda Civic LX

Creighton, NE

UnscoredLimited · 6
$12,99592,702 mi

Comparison: 6 similar vehicles

Creighton, NE

2014 Chevrolet Impala 2LZ

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

2014 Chevrolet Impala 2LZ

Creighton, NE

Fair PriceModerate · 24
$13,995114,282 mi

Market: $5,900 – $13,995

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Creighton, NE

2017 Ford Taurus Limited

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

2017 Ford Taurus Limited

Norfolk, NE

UnscoredInsufficient · 0
$14,99092,882 mi

Norfolk, NE

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Creighton, NE

Fair PriceModerate · 24
$14,99576,449 mi

Market: $10,950 – $16,997

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 211 days listed (based on current market benchmarks)

Creighton, NE

2013 Toyota Camry XLE

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

2013 Toyota Camry XLE

Creighton, NE

UnscoredInsufficient · 0
$14,995114,426 mi

Creighton, NE

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Albion, NE

Fair PriceRobust · 85
$15,99574,347 mi

Market: $13,450 – $21,999

Comparison: 85 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Albion, NE

2026 Hyundai Elantra SEL Sport

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

2026 Hyundai Elantra SEL Sport

Albion, NE

Great DealLimited · 11
$17,995755 mi

Market: $22,499 – $24,999

Comparison: 11 similar vehicles

Competitively priced ~20% below the typical range compared to similar vehicles · 13 days listed (based on current market benchmarks)

Albion, NE

2024 Nissan Versa Sedan S

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

2024 Nissan Versa Sedan S

Norfolk, NE

UnscoredInsufficient · 0
$18,28929,623 mi

Norfolk, NE

2016 Chevrolet Impala 2LZ

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

2016 Chevrolet Impala 2LZ

Creighton, NE

UnscoredInsufficient · 0
$18,99549,709 mi

Creighton, NE

2024 Nissan Versa Sedan S

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

2024 Nissan Versa Sedan S

Norfolk, NE

UnscoredInsufficient · 0
$19,28919,805 mi

Norfolk, NE

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Albion, NE

Fair PriceModerate · 48
$19,99543,088 mi

Market: $14,200 – $22,384

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Albion, NE

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Creighton, NE

Fair PriceLimited · 13
$19,99544,580 mi

Market: $18,402 – $24,026

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 219 days listed (based on current market benchmarks)

Creighton, NE

2017 Honda Accord Sport SE

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

2017 Honda Accord Sport SE

Norfolk, NE

UnscoredInsufficient · 3
$21,28963,438 mi

Comparison: 3 similar vehicles

Norfolk, NE

2023 Nissan Altima SL

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

2023 Nissan Altima SL

Madison, NE

UnscoredInsufficient · 0
$21,33258,498 mi

Madison, NE

2018 Chrysler 300 S

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

2018 Chrysler 300 S

O'Neill, NE

UnscoredLimited · 9
$22,95066,988 mi

Comparison: 9 similar vehicles

O'Neill, NE

2024 Volkswagen Jetta SE

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

2024 Volkswagen Jetta SE

Norfolk, NE

Fair PriceModerate · 23
$22,99024,366 mi

Market: $21,291 – $23,497

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 191 days listed (based on current market benchmarks)

Norfolk, NE

2023 Nissan Altima SR

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

2023 Nissan Altima SR

Norfolk, NE

UnscoredInsufficient · 0
$23,49047,982 mi

Norfolk, NE

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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