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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

45 listings found

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Tyndall, SD

UnscoredInsufficient · 4
$3,000252,320 mi

Comparison: 4 similar vehicles

Tyndall, SD

1998 Mercury Grand Marquis LS

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

1998 Mercury Grand Marquis LS

Mitchell, SD

UnscoredInsufficient · 0
$4,190202,422 mi

Mitchell, SD

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Parker, SD

UnscoredLimited · 5
$4,990168,726 mi

Comparison: 5 similar vehicles

Parker, SD

2008 Toyota Avalon Touring

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

2008 Toyota Avalon Touring

Mitchell, SD

UnscoredInsufficient · 0
$5,400246,245 mi

Mitchell, SD

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Parker, SD

UnscoredInsufficient · 4
$5,990110,618 mi

Comparison: 4 similar vehicles

Parker, SD

2011 Dodge Charger R/T

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

2011 Dodge Charger R/T

Mitchell, SD

UnscoredInsufficient · 0
$6,675221,923 mi

Mitchell, SD

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Mitchell, SD

UnscoredLimited · 18
$7,015201,570 mi

Comparison: 18 similar vehicles

Mitchell, SD

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Mitchell, SD

UnscoredLimited · 16
$7,430143,469 mi

Comparison: 16 similar vehicles

Mitchell, SD

2014 Ford Taurus SEL

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

2014 Ford Taurus SEL

Vermillion, SD

UnscoredLimited · 7
$7,625148,000 mi

Comparison: 7 similar vehicles

Vermillion, SD

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Parker, SD

UnscoredInsufficient · 0
$7,990158,623 mi

Parker, SD

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

2016 Buick Regal Premium 2

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

2016 Buick Regal Premium 2

Irene, SD

UnscoredInsufficient · 0
$8,500121,000 mi

Irene, SD

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Mitchell, SD

Salvage title
$8,746169,491 mi

Mitchell, SD

2011 Audi A4 Premium

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

2011 Audi A4 Premium

Mitchell, SD

Salvage title
$8,765130,059 mi

Mitchell, SD

2017 Chevrolet Cruze Premier

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

2017 Chevrolet Cruze Premier

Tyndall, SD

UnscoredLimited · 6
$9,295135,208 mi

Comparison: 6 similar vehicles

Tyndall, SD

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Yankton, SD

UnscoredLimited · 7
$9,798110,447 mi

Comparison: 7 similar vehicles

Yankton, SD

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Vermillion, SD

UnscoredInsufficient · 3
$9,990110,149 mi

Comparison: 3 similar vehicles

Vermillion, SD

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

2014 Chevrolet Impala 1LT

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

2014 Chevrolet Impala 1LT

Mitchell, SD

UnscoredInsufficient · 0
$11,090117,450 mi

Mitchell, SD

2012 Toyota Camry SE

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

2012 Toyota Camry SE

Vermillion, SD

UnscoredLimited · 10
$11,995141,424 mi

Comparison: 10 similar vehicles

Vermillion, SD

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 · 38 days listed (based on current market benchmarks)

Creighton, NE

2018 Mercedes-Benz C-Class Sedan C300

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

2018 Mercedes-Benz C-Class Sedan C300

Vermillion, SD

UnscoredInsufficient · 0
$14,58991,779 mi

Vermillion, SD

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 · 25
$14,99576,449 mi

Market: $10,950 – $16,997

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 212 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

2017 Buick LaCrosse Premium

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

2017 Buick LaCrosse Premium

Vermillion, SD

Fair PriceLimited · 18
$17,99575,824 mi

Market: $12,500 – $18,271

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Vermillion, SD

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Yankton, SD

Fair PriceRobust · 65
$17,99657,156 mi

Market: $15,999 – $19,259

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Yankton, SD

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Yankton, SD

Fair PriceRobust · 111
$18,83560,641 mi

Market: $13,790 – $21,950

Comparison: 111 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 183 days listed (based on current market benchmarks)

Yankton, SD

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Vermillion, SD

OverpricedModerate · 37
$18,88960,184 mi

Market: $14,897 – $18,845

Comparison: 37 similar vehicles

Vermillion, SD

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Yankton, SD

Fair PriceModerate · 23
$18,91553,395 mi

Market: $16,995 – $19,999

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Yankton, SD

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

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Vermillion, SD

Fair PriceRobust · 53
$19,98943,727 mi

Market: $12,999 – $21,224

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Vermillion, SD

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 · 220 days listed (based on current market benchmarks)

Creighton, NE

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Mitchell, SD

UnscoredInsufficient · 0
$20,58532,694 mi

Mitchell, SD

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Yankton, SD

Fair PriceRobust · 81
$20,79043,338 mi

Market: $17,998 – $23,299

Comparison: 81 similar vehicles

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

Yankton, SD

2022 Toyota Camry SE

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

2022 Toyota Camry SE

Vermillion, SD

UnscoredInsufficient · 3
$21,425107,231 mi

Comparison: 3 similar vehicles

Vermillion, SD

2024 Chevrolet Malibu RS

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

2024 Chevrolet Malibu RS

Vermillion, SD

UnscoredInsufficient · 0
$21,92512,466 mi

Vermillion, SD

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Vermillion, SD

UnscoredInsufficient · 0
$21,9958,907 mi

Vermillion, SD

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Vermillion, SD

OverpricedLimited · 12
$23,79530,840 mi

Market: $18,249 – $22,995

Comparison: 12 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Vermillion, SD

2023 Nissan Altima SR

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

2023 Nissan Altima SR

Vermillion, SD

Great DealModerate · 23
$23,99520,409 mi

Market: $25,127 – $27,099

Comparison: 23 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 50 days listed (based on current market benchmarks)

Vermillion, SD

2024 Toyota Camry XSE

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

2024 Toyota Camry XSE

Vermillion, SD

UnscoredInsufficient · 0
$34,99530,898 mi

Vermillion, SD

2021 Subaru WRX STI Base

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

2021 Subaru WRX STI Base

Vermillion, SD

UnscoredInsufficient · 0
$36,00335,429 mi

Vermillion, SD

2025 Cadillac CT5 Premium Luxury

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

2025 Cadillac CT5 Premium Luxury

Vermillion, SD

Great DealLimited · 14
$37,99533,639 mi

Market: $41,988 – $42,487

Comparison: 14 similar vehicles

Competitively priced ~10% below the typical range compared to similar vehicles · 121 days listed (based on current market benchmarks)

Vermillion, SD

2023 Chrysler 300 C

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

2023 Chrysler 300 C

Vermillion, SD

UnscoredInsufficient · 0
$49,99518,034 mi

Vermillion, SD

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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