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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 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

238 listings found

2008 Buick LaCrosse CXL

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

2008 Buick LaCrosse CXL

West Rutland, VT

UnscoredInsufficient · 0
$3,995160,322 mi

West Rutland, VT

2015 Buick Encore Leather

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

2015 Buick Encore Leather

Saint Albans City, VT

Unscored
$5,995124,612 mi

Comparison: 30 similar vehicles

Saint Albans City, VT

2012 Buick Enclave Premium

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

2012 Buick Enclave Premium

Burlington, VT

UnscoredInsufficient · 4
$5,995176,114 mi

Comparison: 4 similar vehicles

Burlington, VT

2012 Buick LaCrosse Leather

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

2012 Buick LaCrosse Leather

Rutland, VT

UnscoredInsufficient · 4
$6,995144,775 mi

Comparison: 4 similar vehicles

Rutland, VT

2015 Buick Encore Leather

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

2015 Buick Encore Leather

Barre, VT

Unscored
$7,500125,066 mi

Comparison: 37 similar vehicles

Barre, VT

2011 Buick LaCrosse CX

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

2011 Buick LaCrosse CX

Barton, VT

UnscoredInsufficient · 0
$7,50055,375 mi

Barton, VT

2011 Buick Lucerne CXL

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

2011 Buick Lucerne CXL

Burlington, VT

UnscoredInsufficient · 0
$7,793113,689 mi

Burlington, VT

2012 Buick Enclave Base

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

2012 Buick Enclave Base

South Burlington, VT

UnscoredInsufficient · 0
$8,000129,670 mi

South Burlington, VT

2015 Buick Regal Premium 1

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

2015 Buick Regal Premium 1

Burlington, VT

UnscoredInsufficient · 0
$8,150127,866 mi

Burlington, VT

2012 Buick LaCrosse Premium 1

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

2012 Buick LaCrosse Premium 1

Burlington, VT

UnscoredInsufficient · 0
$8,351111,123 mi

Burlington, VT

2010 Buick Enclave CXL-2

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

2010 Buick Enclave CXL-2

Burlington, VT

UnscoredInsufficient · 0
$8,519155,000 mi

Burlington, VT

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Burlington, VT

OverpricedLimited · 10
$9,44999,546 mi

Market: $4,495 – $7,898

Comparison: 10 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

Burlington, VT

2015 Buick Encore Premium

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

2015 Buick Encore Premium

Saint Albans City, VT

Unscored
$10,44996,608 mi

Comparison: 6 similar vehicles

Saint Albans City, VT

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Derby, VT

Unscored
$10,90081,000 mi

Comparison: 7 similar vehicles

Derby, VT

2015 Buick Enclave Premium

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

2015 Buick Enclave Premium

Burlington, VT

UnscoredInsufficient · 3
$10,900137,637 mi

Comparison: 3 similar vehicles

Burlington, VT

2013 Buick Enclave Premium

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

2013 Buick Enclave Premium

Burlington, VT

UnscoredInsufficient · 0
$11,497150,552 mi

Burlington, VT

2016 Buick Encore Leather

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

2016 Buick Encore Leather

Burlington, VT

Unscored
$11,76278,181 mi

Comparison: 5 similar vehicles

Burlington, VT

2019 Buick Encore Sport Touring

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

2019 Buick Encore Sport Touring

Milton, VT

Salvage title
$11,99055,924 mi

Milton, VT

2016 Buick Encore Leather

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

2016 Buick Encore Leather

Saint Albans City, VT

UnscoredInsufficient · 4
$12,09884,081 mi

Comparison: 4 similar vehicles

Saint Albans City, VT

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Saint Albans City, VT

Fair PriceLimited · 13
$12,415100,364 mi

Market: $7,995 – $13,165

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 159 days listed (based on current market benchmarks)

Saint Albans City, VT

2021 Buick Encore Preferred

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

2021 Buick Encore Preferred

Clarendon, VT

Unscored
$13,09594,342 mi

Comparison: 16 similar vehicles

Clarendon, VT

2020 Buick Encore Preferred

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

2020 Buick Encore Preferred

South Burlington, VT

Fair PriceModerate · 44
$13,32275,468 mi

Market: $9,995 – $14,951

Comparison: 44 similar vehicles

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

South Burlington, VT

2016 Buick Encore Base

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

2016 Buick Encore Base

Burlington, VT

UnscoredInsufficient · 0
$13,79846,747 mi

Burlington, VT

2012 Buick LaCrosse Premium 1

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

2012 Buick LaCrosse Premium 1

Burlington, VT

UnscoredInsufficient · 0
$13,90035,158 mi

Burlington, VT

2021 Buick Encore GX Select

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

2021 Buick Encore GX Select

Williston, VT

Unscored
$14,499112,978 mi

Comparison: 5 similar vehicles

Williston, VT

2016 Buick Encore Sport Touring

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

2016 Buick Encore Sport Touring

Burlington, VT

UnscoredInsufficient · 3
$14,59082,658 mi

Comparison: 3 similar vehicles

Burlington, VT

2015 Buick Regal Premium 1

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

2015 Buick Regal Premium 1

Burlington, VT

UnscoredInsufficient · 0
$14,79050,104 mi

Burlington, VT

2021 Buick Encore GX Select

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

2021 Buick Encore GX Select

South Burlington, VT

UnscoredInsufficient · 4
$14,82681,674 mi

Comparison: 4 similar vehicles

South Burlington, VT

2016 Buick Verano 1SH

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

2016 Buick Verano 1SH

Burlington, VT

UnscoredInsufficient · 0
$14,89941,506 mi

Burlington, VT

2024 Buick Encore GX Sport Touring

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

2024 Buick Encore GX Sport Touring

Milton, VT

Salvage title
$14,99031,684 mi

Milton, VT

2017 Buick Encore Premium

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

2017 Buick Encore Premium

South Burlington, VT

UnscoredInsufficient · 0
$15,00057,098 mi

South Burlington, VT

2021 Buick Encore Preferred

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

2021 Buick Encore Preferred

Saint Albans City, VT

Unscored
$15,49780,144 mi

Comparison: 6 similar vehicles

Saint Albans City, VT

2019 Buick Encore Essence

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

2019 Buick Encore Essence

Saint Albans City, VT

Unscored
$15,49771,442 mi

Comparison: 8 similar vehicles

Saint Albans City, VT

2016 Buick Encore Convenience

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

2016 Buick Encore Convenience

Burlington, VT

UnscoredInsufficient · 0
$15,82243,016 mi

Burlington, VT

2020 Buick Encore GX Preferred

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

2020 Buick Encore GX Preferred

Springfield, VT

UnscoredInsufficient · 0
$15,97454,879 mi

Springfield, VT

2023 Buick Encore GX Preferred

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

2023 Buick Encore GX Preferred

Burlington, VT

UnscoredInsufficient · 4
$15,991124,958 mi

Comparison: 4 similar vehicles

Burlington, VT

2020 Buick Enclave Essence

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

2020 Buick Enclave Essence

Barre, VT

Unscored
$16,29598,533 mi

Comparison: 5 similar vehicles

Barre, VT

2017 Buick Regal Sport Touring

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

2017 Buick Regal Sport Touring

Burlington, VT

UnscoredInsufficient · 0
$16,47739,194 mi

Burlington, VT

2020 Buick Encore GX Preferred

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

2020 Buick Encore GX Preferred

Saint Albans City, VT

UnscoredInsufficient · 0
$16,49955,997 mi

Saint Albans City, VT

2018 Buick Encore Essence

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

2018 Buick Encore Essence

Rutland, VT

UnscoredInsufficient · 0
$16,56118,946 mi

Rutland, VT

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

Burlington, VT

UnscoredInsufficient · 0
$16,78233,875 mi

Burlington, VT

2019 Buick Enclave Premium

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

2019 Buick Enclave Premium

Springfield, VT

Fair PriceLimited · 12
$16,97479,921 mi

Market: $10,790 – $21,668

Comparison: 12 similar vehicles

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

Springfield, VT

2017 Buick Encore Preferred II

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

2017 Buick Encore Preferred II

Burlington, VT

UnscoredInsufficient · 0
$16,99723,460 mi

Burlington, VT

2021 Buick Encore GX Select

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

2021 Buick Encore GX Select

Saint Albans City, VT

UnscoredInsufficient · 4
$16,99867,549 mi

Comparison: 4 similar vehicles

Saint Albans City, VT

2022 Buick Encore Preferred

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

2022 Buick Encore Preferred

Rutland, VT

UnscoredInsufficient · 4
$17,23548,365 mi

Comparison: 4 similar vehicles

Rutland, VT

2022 Buick Encore GX Select

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

2022 Buick Encore GX Select

South Burlington, VT

Unscored
$17,32251,103 mi

Comparison: 6 similar vehicles

South Burlington, VT

2020 Buick Encore Preferred

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

2020 Buick Encore Preferred

Burlington, VT

UnscoredInsufficient · 0
$17,43327,734 mi

Burlington, VT

2022 Buick Encore GX Preferred

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

2022 Buick Encore GX Preferred

Morristown, VT

UnscoredInsufficient · 0
$17,45053,728 mi

Morristown, VT

2017 Buick LaCrosse Essence

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

2017 Buick LaCrosse Essence

Burlington, VT

UnscoredInsufficient · 0
$17,54490,456 mi

Burlington, VT

2024 Buick Encore GX Sport Touring

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

2024 Buick Encore GX Sport Touring

Milton, VT

Salvage title
$17,99024,894 mi

Milton, VT

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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