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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

435 listings found

2016 Nissan LEAF SL

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

2016 Nissan LEAF SL

West Mifflin, PA

UnscoredInsufficient · 0
$7,67823,549 mi

West Mifflin, PA

2023 Nissan Leaf S

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

2023 Nissan Leaf S

Pittsburgh, PA

UnscoredInsufficient · 0
$12,30971,803 mi

Pittsburgh, PA

2022 Kia EV6 Wind

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

2022 Kia EV6 Wind

Irwin, PA

UnscoredLimited · 17
$15,900121,184 mi

Comparison: 17 similar vehicles

Irwin, PA

2022 BMW iX Base

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

2022 BMW iX Base

Pittsburgh, PA

UnscoredInsufficient · 0
$16,27730,452 mi

Pittsburgh, PA

2018 Tesla Model 3 Long Range Dual Motor

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

2018 Tesla Model 3 Long Range Dual Motor

Pittsburgh, PA

Fair PriceModerate · 49
$16,998104,042 mi

Market: $16,691 – $22,925

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Pittsburgh, PA

2021 Volkswagen ID.4 1st Edition

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

2021 Volkswagen ID.4 1st Edition

Wexford, PA

UnscoredLimited · 13
$17,94065,270 mi

Comparison: 13 similar vehicles

Wexford, PA

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Connellsville, PA

UnscoredInsufficient · 0
$20,19036,952 mi

Connellsville, PA

2019 Audi e-tron Prestige

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

2019 Audi e-tron Prestige

New Castle, PA

UnscoredInsufficient · 0
$20,38858,250 mi

New Castle, PA

2018 Tesla Model S 75D

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

2018 Tesla Model S 75D

Pittsburgh, PA

UnscoredInsufficient · 3
$20,40493,117 mi

Comparison: 3 similar vehicles

Pittsburgh, PA

2021 Volkswagen ID.4 PRO S

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

2021 Volkswagen ID.4 PRO S

Murrysville, PA

UnscoredInsufficient · 0
$20,84327,340 mi

Murrysville, PA

2018 Tesla Model S 75D

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

2018 Tesla Model S 75D

New Castle, PA

UnscoredInsufficient · 0
$20,99554,979 mi

New Castle, PA

2023 Subaru SOLTERRA Premium

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

2023 Subaru SOLTERRA Premium

Pittsburgh, PA

Fair PriceRobust · 74
$21,40436,628 mi

Market: $18,697 – $23,990

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Pittsburgh, PA

2023 Nissan Ariya Engage

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

2023 Nissan Ariya Engage

Zelienople, PA

Fair PriceRobust · 50
$21,44523,415 mi

Market: $19,951 – $23,892

Comparison: 50 similar vehicles

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

Zelienople, PA

2023 Chevrolet Bolt EUV Premier

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

2023 Chevrolet Bolt EUV Premier

Bakerstown, PA

UnscoredInsufficient · 3
$21,49065,110 mi

Comparison: 3 similar vehicles

Bakerstown, PA

2023 Chevrolet Bolt EV 2LT

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

2023 Chevrolet Bolt EV 2LT

McClellandtown, PA

UnscoredInsufficient · 0
$21,99528,917 mi

McClellandtown, PA

2021 Ford Mustang Mach-E Select AWD

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

2021 Ford Mustang Mach-E Select AWD

Pittsburgh, PA

UnscoredInsufficient · 3
$22,17061,867 mi

Comparison: 3 similar vehicles

Pittsburgh, PA

2023 Subaru SOLTERRA Premium

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

2023 Subaru SOLTERRA Premium

Monroeville, PA

Fair PriceModerate · 37
$22,84220,781 mi

Market: $18,998 – $24,590

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Monroeville, PA

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

New Castle, PA

Fair PriceModerate · 24
$22,98876,143 mi

Market: $17,895 – $33,500

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

New Castle, PA

2021 Ford Mustang Mach-E Premium RWD

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

2021 Ford Mustang Mach-E Premium RWD

Pittsburgh, PA

UnscoredInsufficient · 0
$23,81550,645 mi

Pittsburgh, PA

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Irwin, PA

UnscoredLimited · 5
$23,99023,847 mi

Comparison: 5 similar vehicles

Irwin, PA

2022 Volkswagen ID.4 PRO S

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

2022 Volkswagen ID.4 PRO S

Pittsburgh, PA

UnscoredInsufficient · 0
$23,99916,891 mi

Pittsburgh, PA

2023 Subaru SOLTERRA Touring

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

2023 Subaru SOLTERRA Touring

Columbiana, OH

UnscoredInsufficient · 0
$24,16530,556 mi

Columbiana, OH

2024 Toyota bZ4X XLE

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

2024 Toyota bZ4X XLE

Irwin, PA

UnscoredInsufficient · 0
$24,2238,446 mi

Irwin, PA

2024 Chevrolet Equinox EV Launch Edition

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

2024 Chevrolet Equinox EV Launch Edition

Wexford, PA

UnscoredModerate · 34
$24,28529,307 mi

Comparison: 34 similar vehicles

Wexford, PA

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Irwin, PA

UnscoredLimited · 5
$24,39020,007 mi

Comparison: 5 similar vehicles

Irwin, PA

2023 Subaru SOLTERRA Touring

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

2023 Subaru SOLTERRA Touring

Bridgeville, PA

Fair PriceLimited · 12
$24,59028,628 mi

Market: $21,998 – $24,681

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Bridgeville, PA

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Irwin, PA

UnscoredInsufficient · 0
$24,78824,962 mi

Irwin, PA

2022 Ford E-Transit Cargo Van Base

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

2022 Ford E-Transit Cargo Van Base

Wexford, PA

UnscoredInsufficient · 0
$24,84128,278 mi

Wexford, PA

2023 Chevrolet Bolt EV LT

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

2023 Chevrolet Bolt EV LT

Tarentum, PA

UnscoredInsufficient · 0
$24,9952,814 mi

Tarentum, PA

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

Pittsburgh, PA

UnscoredInsufficient · 4
$25,20517,112 mi

Comparison: 4 similar vehicles

Pittsburgh, PA

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Adamsburg, PA

UnscoredLimited · 5
$25,2279,838 mi

Comparison: 5 similar vehicles

Adamsburg, PA

2023 Chevrolet Bolt EV 2LT

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

2023 Chevrolet Bolt EV 2LT

Pittsburgh, PA

UnscoredInsufficient · 0
$25,27816,163 mi

Pittsburgh, PA

2024 Chevrolet Equinox EV Launch Edition

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

2024 Chevrolet Equinox EV Launch Edition

Washington, PA

UnscoredInsufficient · 0
$25,38551,571 mi

Washington, PA

2023 Hyundai IONIQ 6 SEL

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

2023 Hyundai IONIQ 6 SEL

Wexford, PA

Fair PriceLimited · 11
$25,48732,893 mi

Market: $24,364 – $26,284

Comparison: 11 similar vehicles

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

Wexford, PA

2023 Hyundai IONIQ 5 SEL

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

2023 Hyundai IONIQ 5 SEL

Pittsburgh, PA

UnscoredInsufficient · 0
$25,48844,490 mi

Pittsburgh, PA

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Castle Shannon, PA

UnscoredLimited · 5
$26,0906,115 mi

Comparison: 5 similar vehicles

Castle Shannon, PA

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

Carnot-Moon, PA

Fair PriceModerate · 26
$26,11820,333 mi

Market: $19,895 – $26,590

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Carnot-Moon, PA

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Freeport, PA

Fair PriceRobust · 155
$26,20011,998 mi

Market: $22,847 – $29,900

Comparison: 155 similar vehicles

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

Freeport, PA

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Canonsburg, PA

Fair PriceRobust · 173
$26,39028,879 mi

Market: $21,447 – $28,500

Comparison: 173 similar vehicles

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

Canonsburg, PA

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Bakerstown, PA

Fair PriceRobust · 70
$26,49018,581 mi

Market: $22,500 – $27,900

Comparison: 70 similar vehicles

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

Bakerstown, PA

2023 Mercedes-Benz EQE Base

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

2023 Mercedes-Benz EQE Base

Wexford, PA

UnscoredInsufficient · 0
$26,98074,310 mi

Wexford, PA

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Wexford, PA

Fair PriceRobust · 70
$27,31119,887 mi

Market: $22,500 – $27,900

Comparison: 70 similar vehicles

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

Wexford, PA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Ellwood City, PA

Fair PriceLimited · 14
$27,739Mileage not verified

Market: $28,106 – $31,252

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 17 days listed (based on current market benchmarks)

Ellwood City, PA

2022 Tesla Model Y Performance

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

2022 Tesla Model Y Performance

McDonald, PA

Fair PriceRobust · 57
$28,02183,586 mi

Market: $23,986 – $31,448

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

McDonald, PA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Carnot-Moon, PA

Fair PriceModerate · 34
$28,241Mileage not verified

Market: $27,739 – $31,446

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 191 days listed (based on current market benchmarks)

Carnot-Moon, PA

2024 Subaru Solterra Limited

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

2024 Subaru Solterra Limited

Castle Shannon, PA

UnscoredInsufficient · 0
$28,4906,751 mi

Castle Shannon, PA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Monroeville, PA

Fair PriceModerate · 37
$28,850Mileage not verified

Market: $28,241 – $33,037

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Monroeville, PA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Indiana, PA

Fair PriceLimited · 14
$28,985Mileage not verified

Market: $28,850 – $36,185

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Indiana, PA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Bridgeville, PA

Fair PriceModerate · 37
$29,071Mileage not verified

Market: $28,241 – $33,037

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 167 days listed (based on current market benchmarks)

Bridgeville, PA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Irwin, PA

Fair PriceModerate · 35
$29,100Mileage not verified

Market: $28,241 – $33,037

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 179 days listed (based on current market benchmarks)

Irwin, PA

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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