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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 · November 13, 2026

7.2M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

53 listings found

2014 Buick Encore Leather

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

2014 Buick Encore Leather

Lorain, OH

OverpricedLimited · 12
$11,990102,779 mi

Market: $6,499 – $9,202

Comparison: 12 similar vehicles

Priced ~30% above the typical market range for similar vehicles (based on current market benchmarks)

Lorain, OH

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Lorain, OH

Fair PriceModerate · 48
$12,99096,674 mi

Market: $6,999 – $19,588

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Lorain, OH

2016 Buick Encore Base

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

2016 Buick Encore Base

Lorain, OH

Unscored
$12,99072,672 mi

Comparison: 9 similar vehicles

Lorain, OH

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Lorain, OH

Unscored
$13,99083,920 mi

Comparison: 7 similar vehicles

Lorain, OH

2018 Buick Encore Sport Touring

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

2018 Buick Encore Sport Touring

Lorain, OH

OverpricedLimited · 12
$14,99070,895 mi

Market: $6,995 – $14,411

Comparison: 12 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Lorain, OH

2017 Buick Enclave Convenience

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

2017 Buick Enclave Convenience

Lorain, OH

OverpricedLimited · 11
$14,99086,636 mi

Market: $4,980 – $12,757

Comparison: 11 similar vehicles

Priced ~18% above the typical market range for similar vehicles (based on current market benchmarks)

Lorain, OH

2021 Buick Encore GX Preferred

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

2021 Buick Encore GX Preferred

Lorain, OH

UnscoredInsufficient · 4
$14,99599,746 mi

Comparison: 4 similar vehicles

Lorain, OH

2021 Buick Encore GX Preferred

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

2021 Buick Encore GX Preferred

Lorain, OH

Unscored
$15,59079,035 mi

Comparison: 5 similar vehicles

Lorain, OH

2017 Buick Enclave Premium

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

2017 Buick Enclave Premium

Lorain, OH

Unscored
$15,590103,583 mi

Comparison: 8 similar vehicles

Lorain, OH

2017 Buick LaCrosse Premium

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

2017 Buick LaCrosse Premium

Lorain, OH

Fair PriceLimited · 19
$15,790101,188 mi

Market: $9,900 – $19,494

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Lorain, OH

2021 Buick Encore GX Preferred

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

2021 Buick Encore GX Preferred

Lorain, OH

Unscored
$15,99061,434 mi

Comparison: 5 similar vehicles

Lorain, OH

2018 Buick Regal Sportback Essence

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

2018 Buick Regal Sportback Essence

Lorain, OH

Unscored
$15,99086,921 mi

Comparison: 5 similar vehicles

Lorain, OH

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

Lorain, OH

UnscoredInsufficient · 0
$15,99058,532 mi

Lorain, OH

2017 Buick Encore Essence

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

2017 Buick Encore Essence

Lorain, OH

Unscored
$15,99052,541 mi

Comparison: 5 similar vehicles

Lorain, OH

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

Lorain, OH

UnscoredInsufficient · 3
$16,59088,439 mi

Comparison: 3 similar vehicles

Lorain, OH

2020 Buick Encore GX Select

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

2020 Buick Encore GX Select

Lorain, OH

Fair PriceModerate · 30
$16,59068,231 mi

Market: $11,568 – $17,336

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Lorain, OH

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Lorain, OH

Fair PriceLimited · 15
$16,59041,514 mi

Market: $11,495 – $17,109

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Lorain, OH

2019 Buick Encore Essence

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

2019 Buick Encore Essence

Lorain, OH

UnscoredInsufficient · 4
$16,59052,083 mi

Comparison: 4 similar vehicles

Lorain, OH

2020 Buick Encore GX Select

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

2020 Buick Encore GX Select

Lorain, OH

UnscoredInsufficient · 3
$16,99058,102 mi

Comparison: 3 similar vehicles

Lorain, OH

2019 Buick Enclave Essence

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

2019 Buick Enclave Essence

Lorain, OH

Fair PriceModerate · 24
$16,990100,952 mi

Market: $9,252 – $19,990

Comparison: 24 similar vehicles

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

Lorain, OH

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Lorain, OH

Unscored
$16,99033,610 mi

Comparison: 6 similar vehicles

Lorain, OH

2018 Buick Enclave Essence

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

2018 Buick Enclave Essence

Lorain, OH

Fair PriceLimited · 11
$16,99087,257 mi

Market: $13,900 – $18,398

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Lorain, OH

2020 Buick Encore Preferred

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

2020 Buick Encore Preferred

Lorain, OH

Fair PriceLimited · 12
$17,59038,302 mi

Market: $15,691 – $20,275

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Lorain, OH

2019 Buick Encore Essence

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

2019 Buick Encore Essence

Lorain, OH

Unscored
$17,59038,731 mi

Comparison: 8 similar vehicles

Lorain, OH

2017 Buick Envision Premium II

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

2017 Buick Envision Premium II

Lorain, OH

Fair PriceModerate · 20
$17,59061,939 mi

Market: $9,995 – $20,275

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Lorain, OH

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Lorain, OH

UnscoredInsufficient · 0
$17,59035,470 mi

Lorain, OH

2017 Buick Envision Essence

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

2017 Buick Envision Essence

Lorain, OH

Unscored
$17,99041,280 mi

Comparison: 8 similar vehicles

Lorain, OH

2021 Buick Encore GX Essence

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

2021 Buick Encore GX Essence

Lorain, OH

Unscored
$18,59060,281 mi

Comparison: 6 similar vehicles

Lorain, OH

2020 Buick Envision Essence

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

2020 Buick Envision Essence

Lorain, OH

Unscored
$18,59072,804 mi

Comparison: 7 similar vehicles

Lorain, OH

2020 Buick Encore GX Select

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

2020 Buick Encore GX Select

Lorain, OH

OverpricedLimited · 12
$18,99031,636 mi

Market: $16,742 – $18,027

Comparison: 12 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Lorain, OH

2019 Buick Enclave Essence

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

2019 Buick Enclave Essence

Lorain, OH

OverpricedModerate · 24
$19,99061,871 mi

Market: $9,252 – $18,112

Comparison: 24 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Lorain, OH

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

Lorain, OH

OverpricedLimited · 12
$20,59014,390 mi

Market: $19,443 – $19,938

Comparison: 12 similar vehicles

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

Lorain, OH

2023 Buick Encore GX Select

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

2023 Buick Encore GX Select

Lorain, OH

Unscored
$20,59554,887 mi

Comparison: 5 similar vehicles

Lorain, OH

2025 Buick Encore GX Preferred

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

2025 Buick Encore GX Preferred

Lorain, OH

Fair PriceModerate · 23
$20,99036,632 mi

Market: $19,805 – $23,330

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Lorain, OH

2017 Buick LaCrosse Essence

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

2017 Buick LaCrosse Essence

Lorain, OH

UnscoredInsufficient · 3
$20,99023,512 mi

Comparison: 3 similar vehicles

Lorain, OH

2017 Buick Cascada Premium

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

2017 Buick Cascada Premium

Lorain, OH

UnscoredInsufficient · 0
$20,99032,143 mi

Lorain, OH

2020 Buick Encore GX Select

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

2020 Buick Encore GX Select

Lorain, OH

OverpricedLimited · 12
$21,5905,113 mi

Market: $19,954 – $19,965

Comparison: 12 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Lorain, OH

2024 Buick Envista Preferred

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

2024 Buick Envista Preferred

Lorain, OH

UnscoredInsufficient · 4
$22,59029,076 mi

Comparison: 4 similar vehicles

Lorain, OH

2023 Buick Encore GX Essence

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

2023 Buick Encore GX Essence

Lorain, OH

Unscored
$22,99024,901 mi

Comparison: 7 similar vehicles

Lorain, OH

2025 Buick Envista Sport Touring

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

2025 Buick Envista Sport Touring

Lorain, OH

OverpricedLimited · 11
$23,99051,251 mi

Market: $22,328 – $22,902

Comparison: 11 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Lorain, OH

2024 Buick Envista Preferred

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

2024 Buick Envista Preferred

Lorain, OH

Fair PriceLimited · 10
$23,99014,100 mi

Market: $22,297 – $23,998

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Lorain, OH

2024 Buick Envista Sport Touring

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

2024 Buick Envista Sport Touring

Lorain, OH

UnscoredInsufficient · 4
$25,59022,116 mi

Comparison: 4 similar vehicles

Lorain, OH

2020 Buick Enclave Essence

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

2020 Buick Enclave Essence

Lorain, OH

UnscoredInsufficient · 0
$25,59044,063 mi

Lorain, OH

2024 Buick Envista Sport Touring

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

2024 Buick Envista Sport Touring

Lorain, OH

OverpricedLimited · 10
$25,99017,819 mi

Market: $22,895 – $25,083

Comparison: 10 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Lorain, OH

2023 Buick Envision Preferred

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

2023 Buick Envision Preferred

Lorain, OH

Fair PriceLimited · 10
$26,5907,365 mi

Market: $25,979 – $29,244

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Lorain, OH

2023 Buick Enclave Premium

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

2023 Buick Enclave Premium

Lorain, OH

Unscored
$27,59059,655 mi

Comparison: 5 similar vehicles

Lorain, OH

2025 Buick Envista Sport Touring

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

2025 Buick Envista Sport Touring

Lorain, OH

Unscored
$27,9907,297 mi

Comparison: 8 similar vehicles

Lorain, OH

2023 Buick Enclave Essence

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

2023 Buick Enclave Essence

Lorain, OH

Fair PriceModerate · 44
$27,99038,739 mi

Market: $21,398 – $32,900

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Lorain, OH

2023 Buick Enclave Essence

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

2023 Buick Enclave Essence

Lorain, OH

UnscoredInsufficient · 4
$28,99043,792 mi

Comparison: 4 similar vehicles

Lorain, OH

2025 Buick Enclave Sport Touring

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

2025 Buick Enclave Sport Touring

Lorain, OH

UnscoredInsufficient · 0
$30,59062,019 mi

Lorain, OH

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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