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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 4, 2026

6.8M+

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

181 listings found

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Toledo, OH

Unscored
$3,995161,940 mi

Comparison: 28 similar vehicles

Toledo, OH

2011 Buick LaCrosse CXL

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

2011 Buick LaCrosse CXL

Toledo, OH

Fair PriceModerate · 25
$5,295116,000 mi

Market: $4,195 – $8,325

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Toledo, OH

2019 Buick Envision Essence

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

2019 Buick Envision Essence

Toledo, OH

Unscored
$5,995259,209 mi

Comparison: 73 similar vehicles

Toledo, OH

2013 Buick Regal Premium 1

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

2013 Buick Regal Premium 1

Toledo, OH

Salvage title
$5,995103,439 mi

Toledo, OH

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Toledo, OH

UnscoredInsufficient · 3
$6,233136,278 mi

Comparison: 3 similar vehicles

Toledo, OH

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Toledo, OH

Unscored
$6,500194,000 mi

Comparison: 17 similar vehicles

Toledo, OH

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Toledo, OH

Fair PriceModerate · 49
$6,99585,000 mi

Market: $3,995 – $15,595

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Toledo, OH

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Toledo, OH

UnscoredInsufficient · 3
$7,295150,000 mi

Comparison: 3 similar vehicles

Toledo, OH

2014 Buick Encore Leather

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

2014 Buick Encore Leather

Toledo, OH

UnscoredInsufficient · 3
$7,433125,871 mi

Comparison: 3 similar vehicles

Toledo, OH

2013 Buick Regal GS

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

2013 Buick Regal GS

Toledo, OH

Unscored
$7,433125,939 mi

Comparison: 5 similar vehicles

Toledo, OH

2017 Buick Enclave Premium

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

2017 Buick Enclave Premium

Toledo, OH

UnscoredInsufficient · 3
$7,434172,123 mi

Comparison: 3 similar vehicles

Toledo, OH

2018 Buick Encore Preferred

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

2018 Buick Encore Preferred

Toledo, OH

Salvage title
$7,49067,230 mi

Toledo, OH

2013 Buick Regal Premium 1

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

2013 Buick Regal Premium 1

Toledo, OH

UnscoredInsufficient · 0
$7,99555,000 mi

Toledo, OH

2012 Buick Regal Premium 1

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

2012 Buick Regal Premium 1

Toledo, OH

Fair PriceLimited · 14
$7,995117,215 mi

Market: $4,998 – $7,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Toledo, OH

2011 Buick Lucerne CX

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

2011 Buick Lucerne CX

Toledo, OH

Unscored
$7,995140,192 mi

Comparison: 8 similar vehicles

Toledo, OH

2014 Buick LaCrosse Leather

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

2014 Buick LaCrosse Leather

Toledo, OH

Unscored
$7,999158,944 mi

Comparison: 51 similar vehicles

Toledo, OH

2015 Buick Encore Base

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

2015 Buick Encore Base

Toledo, OH

Fair PriceModerate · 39
$8,100109,655 mi

Market: $4,450 – $16,588

Comparison: 39 similar vehicles

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

Toledo, OH

2016 Buick Enclave Leather

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

2016 Buick Enclave Leather

Toledo, OH

Unscored
$8,284121,269 mi

Comparison: 61 similar vehicles

Toledo, OH

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Toledo, OH

OverpricedLimited · 11
$8,49565,681 mi

Market: $2,495 – $6,995

Comparison: 11 similar vehicles

Priced ~21% above the typical market range for similar vehicles (based on current market benchmarks)

Toledo, OH

2009 Buick Lucerne CXL

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

2009 Buick Lucerne CXL

Toledo, OH

UnscoredInsufficient · 4
$8,50079,765 mi

Comparison: 4 similar vehicles

Toledo, OH

2016 Buick Encore Convenience

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

2016 Buick Encore Convenience

Toledo, OH

Unscored
$8,799129,526 mi

Comparison: 46 similar vehicles

Toledo, OH

No Photo

2019 Buick Encore Preferred

Toledo, OH

Unscored
$8,995142,231 mi

Comparison: 16 similar vehicles

Toledo, OH

2018 Buick Encore Preferred

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

2018 Buick Encore Preferred

Toledo, OH

UnscoredInsufficient · 4
$9,963103,954 mi

Comparison: 4 similar vehicles

Toledo, OH

2013 Buick Encore Convenience

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

2013 Buick Encore Convenience

Toledo, OH

OverpricedLimited · 16
$9,995177,116 mi

Market: $3,499 – $8,802

Comparison: 16 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Toledo, OH

2012 Buick Regal Base

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

2012 Buick Regal Base

Toledo, OH

Unscored
$9,995176,847 mi

Comparison: 7 similar vehicles

Toledo, OH

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Toledo, OH

Unscored
$10,99559,335 mi

Comparison: 9 similar vehicles

Toledo, OH

2018 Buick Encore Preferred

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

2018 Buick Encore Preferred

Toledo, OH

Unscored
$11,393137,215 mi

Comparison: 5 similar vehicles

Toledo, OH

2016 Buick Enclave Leather

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

2016 Buick Enclave Leather

Toledo, OH

Fair PriceRobust · 60
$11,44781,550 mi

Market: $7,000 – $21,950

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Toledo, OH

2013 Buick Regal GS

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

2013 Buick Regal GS

Toledo, OH

Fair PriceLimited · 12
$11,81490,028 mi

Market: $7,433 – $11,889

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Toledo, OH

2019 Buick Envision Premium I

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

2019 Buick Envision Premium I

Toledo, OH

Unscored
$11,999146,721 mi

Comparison: 13 similar vehicles

Toledo, OH

2019 Buick Regal TourX Essence

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

2019 Buick Regal TourX Essence

Toledo, OH

Unscored
$12,390126,453 mi

Comparison: 13 similar vehicles

Toledo, OH

2016 Buick Cascada Premium

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

2016 Buick Cascada Premium

Toledo, OH

Fair PriceLimited · 14
$12,69074,518 mi

Market: $8,095 – $15,295

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Toledo, OH

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Toledo, OH

UnscoredInsufficient · 0
$12,73453,344 mi

Toledo, OH

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Toledo, OH

Fair PriceModerate · 34
$12,994106,641 mi

Market: $5,500 – $14,290

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Toledo, OH

2016 Buick Regal Base

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

2016 Buick Regal Base

Toledo, OH

UnscoredInsufficient · 0
$12,99537,000 mi

Toledo, OH

2017 Buick LaCrosse Premium

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

2017 Buick LaCrosse Premium

Toledo, OH

Unscored
$13,488128,725 mi

Comparison: 16 similar vehicles

Toledo, OH

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Toledo, OH

Fair PriceLimited · 17
$13,598103,239 mi

Market: $6,500 – $15,297

Comparison: 17 similar vehicles

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

Toledo, OH

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Toledo, OH

Fair PriceLimited · 14
$13,87066,149 mi

Market: $6,500 – $15,297

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Toledo, OH

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

Toledo, OH

Unscored
$13,99833,764 mi

Comparison: 5 similar vehicles

Toledo, OH

2015 Buick LaCrosse Premium 1

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

2015 Buick LaCrosse Premium 1

Toledo, OH

OverpricedLimited · 12
$14,09894,873 mi

Market: $6,214 – $12,575

Comparison: 12 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Toledo, OH

2020 Buick Encore Preferred

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

2020 Buick Encore Preferred

Toledo, OH

UnscoredInsufficient · 4
$14,16878,502 mi

Comparison: 4 similar vehicles

Toledo, OH

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

Toledo, OH

UnscoredInsufficient · 0
$14,68839,705 mi

Toledo, OH

2018 Buick Cascada Sport Touring

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

2018 Buick Cascada Sport Touring

Toledo, OH

UnscoredInsufficient · 0
$14,90059,429 mi

Toledo, OH

2016 Buick Cascada Premium

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

2016 Buick Cascada Premium

Toledo, OH

UnscoredInsufficient · 4
$15,29566,639 mi

Comparison: 4 similar vehicles

Toledo, OH

2017 Buick Envision Essence

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

2017 Buick Envision Essence

Toledo, OH

Fair PriceLimited · 10
$15,90066,756 mi

Market: $11,997 – $16,900

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Toledo, OH

2018 Buick Enclave Premium

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

2018 Buick Enclave Premium

Toledo, OH

Unscored
$15,999142,256 mi

Comparison: 24 similar vehicles

Toledo, OH

2017 Buick Envision Essence

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

2017 Buick Envision Essence

Toledo, OH

OverpricedLimited · 10
$16,900Mileage not verified

Market: $11,997 – $15,900

Comparison: 10 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Toledo, OH

1984 Buick Regal

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

1984 Buick Regal

Toledo, OH

UnscoredInsufficient · 0
$16,99072,515 mi

Toledo, OH

2025 Buick Envista Preferred

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

2025 Buick Envista Preferred

Toledo, OH

Great DealRobust · 88
$17,22813,271 mi

Market: $20,748 – $27,995

Comparison: 88 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 26 days listed (based on current market benchmarks)

Toledo, OH

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Toledo, OH

Unscored
$17,74538,711 mi

Comparison: 9 similar vehicles

Toledo, OH

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.
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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