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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

60 listings found

2002 Buick LeSabre Custom

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

2002 Buick LeSabre Custom

Casper, WY

UnscoredInsufficient · 0
$1,955188,670 mi

Casper, WY

2009 Pontiac G6

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

2009 Pontiac G6

Casper, WY

UnscoredInsufficient · 0
$4,500137,478 mi

Casper, WY

2005 Mercedes-Benz S-Class S500

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

2005 Mercedes-Benz S-Class S500

Casper, WY

UnscoredInsufficient · 0
$6,250216,920 mi

Casper, WY

2009 Buick Lucerne Super

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

2009 Buick Lucerne Super

Casper, WY

UnscoredInsufficient · 0
$6,500143,815 mi

Casper, WY

2011 Chevrolet Malibu 1LS

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

2011 Chevrolet Malibu 1LS

Casper, WY

UnscoredInsufficient · 0
$6,549125,880 mi

Casper, WY

2014 Chevrolet Cruze Turbo Diesel

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

2014 Chevrolet Cruze Turbo Diesel

Casper, WY

UnscoredInsufficient · 0
$7,500119,692 mi

Casper, WY

No Photo

2007 Chrysler Sebring Limited

Casper, WY

UnscoredInsufficient · 0
$8,00071,785 mi

Casper, WY

2011 Honda Accord SE

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

2011 Honda Accord SE

Casper, WY

UnscoredInsufficient · 0
$9,000148,141 mi

Casper, WY

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Casper, WY

Salvage title
$10,50099,390 mi

Casper, WY

2007 Chevrolet Impala SS

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

2007 Chevrolet Impala SS

Casper, WY

UnscoredInsufficient · 0
$11,35298,826 mi

Casper, WY

No Photo

2014 Dodge Charger R/T

Casper, WY

UnscoredInsufficient · 0
$11,500148,177 mi

Casper, WY

2013 Ford Taurus SHO

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

2013 Ford Taurus SHO

Casper, WY

UnscoredInsufficient · 0
$12,500125,383 mi

Casper, WY

2008 Dodge Charger SRT8

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

2008 Dodge Charger SRT8

Casper, WY

UnscoredInsufficient · 0
$12,999156,778 mi

Casper, WY

2016 Subaru Legacy 2.5i Premium

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

2016 Subaru Legacy 2.5i Premium

Casper, WY

UnscoredInsufficient · 4
$15,00085,224 mi

Comparison: 4 similar vehicles

Casper, WY

2015 INFINITI Q50 Premium

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

2015 INFINITI Q50 Premium

Casper, WY

UnscoredInsufficient · 3
$15,00096,261 mi

Comparison: 3 similar vehicles

Casper, WY

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Casper, WY

UnscoredInsufficient · 0
$15,99963,846 mi

Casper, WY

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Casper, WY

UnscoredInsufficient · 0
$16,04937,903 mi

Casper, WY

2016 Subaru WRX STI

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

2016 Subaru WRX STI

Casper, WY

UnscoredInsufficient · 0
$16,500127,000 mi

Casper, WY

2023 Volkswagen Jetta S

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

2023 Volkswagen Jetta S

Casper, WY

UnscoredInsufficient · 0
$17,20060,408 mi

Casper, WY

2019 Chrysler 300 S

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

2019 Chrysler 300 S

Casper, WY

UnscoredInsufficient · 0
$17,50092,821 mi

Casper, WY

2004 Subaru Impreza WRX

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

2004 Subaru Impreza WRX

Casper, WY

UnscoredInsufficient · 0
$17,50094,000 mi

Casper, WY

2019 Honda Civic LX

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

2019 Honda Civic LX

Casper, WY

UnscoredInsufficient · 0
$17,64766,648 mi

Casper, WY

2023 Nissan Sentra SV

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

2023 Nissan Sentra SV

Casper, WY

UnscoredInsufficient · 0
$18,00063,617 mi

Casper, WY

2025 Nissan Versa Sedan SR

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

2025 Nissan Versa Sedan SR

Casper, WY

UnscoredInsufficient · 0
$19,5939,477 mi

Casper, WY

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Casper, WY

Fair PriceModerate · 27
$19,84444,542 mi

Market: $19,794 – $21,999

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Casper, WY

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Casper, WY

UnscoredInsufficient · 3
$20,84449,354 mi

Comparison: 3 similar vehicles

Casper, WY

2021 Nissan Maxima SV

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

2021 Nissan Maxima SV

Casper, WY

UnscoredInsufficient · 0
$20,93636,758 mi

Casper, WY

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Casper, WY

Fair PriceModerate · 24
$22,59439,010 mi

Market: $19,900 – $24,999

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Casper, WY

2025 Hyundai Sonata SEL

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

2025 Hyundai Sonata SEL

Casper, WY

UnscoredInsufficient · 0
$23,09442,807 mi

Casper, WY

2018 Toyota Camry XLE

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

2018 Toyota Camry XLE

Casper, WY

UnscoredInsufficient · 0
$24,09449,691 mi

Casper, WY

2027 Nissan Sentra SV

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

2027 Nissan Sentra SV

Casper, WY

UnscoredLimited · 5
$24,522Mileage not verified

Comparison: 5 similar vehicles

Casper, WY

2027 Nissan Sentra SV

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

2027 Nissan Sentra SV

Casper, WY

UnscoredLimited · 5
$24,928Mileage not verified

Comparison: 5 similar vehicles

Casper, WY

2027 Volkswagen Jetta S

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

2027 Volkswagen Jetta S

Casper, WY

UnscoredInsufficient · 3
$25,545Mileage not verified

Comparison: 3 similar vehicles

Casper, WY

2024 Honda Accord EX

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

2024 Honda Accord EX

Casper, WY

UnscoredLimited · 6
$25,80047,380 mi

Comparison: 6 similar vehicles

Casper, WY

2027 Nissan Sentra SV

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

2027 Nissan Sentra SV

Casper, WY

UnscoredLimited · 5
$26,446Mileage not verified

Comparison: 5 similar vehicles

Casper, WY

2022 Dodge Charger GT

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

2022 Dodge Charger GT

Casper, WY

UnscoredInsufficient · 0
$26,59450,475 mi

Casper, WY

2027 Toyota Corolla SE

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

2027 Toyota Corolla SE

Casper, WY

UnscoredLimited · 9
$26,718Mileage not verified

Comparison: 9 similar vehicles

Casper, WY

2027 Nissan Sentra SV

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

2027 Nissan Sentra SV

Casper, WY

UnscoredLimited · 5
$27,634Mileage not verified

Comparison: 5 similar vehicles

Casper, WY

2027 Nissan Sentra SV

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

2027 Nissan Sentra SV

Casper, WY

UnscoredLimited · 5
$27,689Mileage not verified

Comparison: 5 similar vehicles

Casper, WY

2027 Nissan Sentra SV

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

2027 Nissan Sentra SV

Casper, WY

UnscoredLimited · 5
$27,739Mileage not verified

Comparison: 5 similar vehicles

Casper, WY

2027 Volkswagen Jetta Sport

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

2027 Volkswagen Jetta Sport

Casper, WY

UnscoredInsufficient · 3
$27,859Mileage not verified

Comparison: 3 similar vehicles

Casper, WY

2023 Subaru WRX Premium

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

2023 Subaru WRX Premium

Casper, WY

UnscoredInsufficient · 0
$29,00013,333 mi

Casper, WY

2026 Toyota Corolla XSE

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

2026 Toyota Corolla XSE

Casper, WY

UnscoredInsufficient · 0
$29,283Mileage not verified

Casper, WY

2016 Chevrolet SS Base

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

2016 Chevrolet SS Base

Casper, WY

UnscoredInsufficient · 0
$29,58791,962 mi

Casper, WY

2027 Toyota Corolla SE

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

2027 Toyota Corolla SE

Casper, WY

UnscoredLimited · 9
$30,041Mileage not verified

Comparison: 9 similar vehicles

Casper, WY

2022 BMW 3 Series 330i

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

2022 BMW 3 Series 330i

Casper, WY

UnscoredInsufficient · 0
$30,50037,374 mi

Casper, WY

2024 BMW 3 Series 330e

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

2024 BMW 3 Series 330e

Casper, WY

UnscoredInsufficient · 0
$32,50028,489 mi

Casper, WY

2023 BMW 3 Series 330i

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

2023 BMW 3 Series 330i

Casper, WY

UnscoredInsufficient · 0
$33,00033,636 mi

Casper, WY

2027 Toyota Camry XLE

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

2027 Toyota Camry XLE

Casper, WY

UnscoredLimited · 7
$33,587Mileage not verified

Comparison: 7 similar vehicles

Casper, WY

2027 Toyota Camry XSE

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

2027 Toyota Camry XSE

Casper, WY

UnscoredLimited · 7
$34,664Mileage not verified

Comparison: 7 similar vehicles

Casper, WY

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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