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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

115 listings found

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Irwin, PA

UnscoredLimited · 10
$6,499134,516 mi

Comparison: 10 similar vehicles

Irwin, PA

2010 Toyota Prius IV

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

2010 Toyota Prius IV

Uniontown, PA

UnscoredLimited · 9
$6,500173,216 mi

Comparison: 9 similar vehicles

Uniontown, PA

2016 Toyota Prius Three

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

2016 Toyota Prius Three

Pittsburgh, PA

UnscoredLimited · 10
$7,000203,000 mi

Comparison: 10 similar vehicles

Pittsburgh, PA

2019 Kia Niro LX

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

2019 Kia Niro LX

Duquesne, PA

Salvage title
$7,299131,965 mi

Duquesne, PA

2020 Ford Fusion Hybrid SE

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

2020 Ford Fusion Hybrid SE

Mount Pleasant, PA

UnscoredModerate · 42
$7,500Mileage not verified

Comparison: 42 similar vehicles

Mount Pleasant, PA

2012 Toyota Prius Five

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

2012 Toyota Prius Five

Irwin, PA

UnscoredInsufficient · 0
$7,995156,946 mi

Irwin, PA

2013 Toyota Prius Three

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

2013 Toyota Prius Three

Irwin, PA

UnscoredModerate · 28
$8,499147,004 mi

Comparison: 28 similar vehicles

Irwin, PA

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Pittsburgh, PA

UnscoredLimited · 9
$8,98781,010 mi

Comparison: 9 similar vehicles

Pittsburgh, PA

2014 Toyota Prius Four

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

2014 Toyota Prius Four

Homestead, PA

UnscoredInsufficient · 0
$8,995153,748 mi

Homestead, PA

2010 Toyota Prius V

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

2010 Toyota Prius V

Latrobe, PA

UnscoredInsufficient · 4
$8,995116,686 mi

Comparison: 4 similar vehicles

Latrobe, PA

2016 Hyundai Sonata Hybrid Limited

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

2016 Hyundai Sonata Hybrid Limited

Pittsburgh, PA

UnscoredInsufficient · 0
$8,999118,114 mi

Pittsburgh, PA

2010 Toyota Prius I

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

2010 Toyota Prius I

Monroeville, PA

Fair PriceLimited · 12
$10,99598,846 mi

Market: $5,950 – $14,990

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Monroeville, PA

2016 Toyota Prius Two Eco

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

2016 Toyota Prius Two Eco

Pittsburgh, PA

Salvage title
$11,300102,042 mi

Pittsburgh, PA

2017 Toyota Prius Two

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

2017 Toyota Prius Two

Pittsburgh, PA

UnscoredLimited · 7
$13,904148,139 mi

Comparison: 7 similar vehicles

Pittsburgh, PA

2022 Kia Niro EX Premium

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

2022 Kia Niro EX Premium

Monroeville, PA

UnscoredInsufficient · 0
$15,465110,469 mi

Monroeville, PA

2016 Toyota Prius Two

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

2016 Toyota Prius Two

Canonsburg, PA

UnscoredModerate · 44
$15,980122,931 mi

Comparison: 44 similar vehicles

Canonsburg, PA

2015 Toyota Prius Two

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

2015 Toyota Prius Two

Pittsburgh, PA

Fair PriceLimited · 14
$16,99867,399 mi

Market: $9,995 – $17,998

Comparison: 14 similar vehicles

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

Pittsburgh, PA

2023 Kia Niro LX

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

2023 Kia Niro LX

Pittsburgh, PA

UnscoredInsufficient · 3
$18,83868,071 mi

Comparison: 3 similar vehicles

Pittsburgh, PA

2017 Chrysler Pacifica Hybrid Touring Plus

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

2017 Chrysler Pacifica Hybrid Touring Plus

Dunbar, PA

UnscoredInsufficient · 0
$20,50025,677 mi

Dunbar, PA

2022 Chrysler Pacifica Hybrid Touring L

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

2022 Chrysler Pacifica Hybrid Touring L

Pittsburgh, PA

Fair PriceLimited · 19
$21,35173,320 mi

Market: $18,748 – $24,999

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 138 days listed (based on current market benchmarks)

Pittsburgh, PA

2023 Kia Niro EX Touring

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

2023 Kia Niro EX Touring

Pittsburgh, PA

UnscoredInsufficient · 0
$21,45868,487 mi

Pittsburgh, PA

2026 Kia Niro Wind

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

2026 Kia Niro Wind

Canonsburg, PA

Great DealRobust · 60
$21,716Mileage not verified

Market: $29,484 – $43,798

Comparison: 60 similar vehicles

Competitively priced ~26% below the typical range compared to similar vehicles · 90 days listed (based on current market benchmarks)

Canonsburg, PA

2023 Kia Niro EX

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

2023 Kia Niro EX

Greensburg, PA

Fair PriceLimited · 18
$21,848Mileage not verified

Market: $17,795 – $25,521

Comparison: 18 similar vehicles

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

Greensburg, PA

2022 Chrysler Pacifica Hybrid Touring L

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

2022 Chrysler Pacifica Hybrid Touring L

Wintersville, OH

Fair PriceModerate · 32
$21,850102,601 mi

Market: $18,748 – $24,999

Comparison: 32 similar vehicles

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

Wintersville, OH

2018 Chrysler Pacifica Hybrid Touring Plus

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

2018 Chrysler Pacifica Hybrid Touring Plus

Dunbar, PA

UnscoredInsufficient · 0
$21,88828,556 mi

Dunbar, PA

2022 Toyota Prius NIGHTSHADE

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

2022 Toyota Prius NIGHTSHADE

Pittsburgh, PA

UnscoredInsufficient · 0
$21,97927,504 mi

Pittsburgh, PA

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Mount Pleasant, PA

UnscoredLimited · 5
$22,000Mileage not verified

Comparison: 5 similar vehicles

Mount Pleasant, PA

2023 Chrysler Pacifica Hybrid Limited

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

2023 Chrysler Pacifica Hybrid Limited

White Hall, WV

Fair PriceModerate · 34
$22,07564,074 mi

Market: $21,691 – $30,900

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

White Hall, WV

2021 Honda Insight Touring

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

2021 Honda Insight Touring

Pleasant Hills, PA

UnscoredInsufficient · 0
$22,27656,032 mi

Pleasant Hills, PA

2023 Kia Niro Wind

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

2023 Kia Niro Wind

Wexford, PA

UnscoredInsufficient · 4
$22,47510,058 mi

Comparison: 4 similar vehicles

Wexford, PA

2019 Toyota Prius Limited

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

2019 Toyota Prius Limited

Ligonier, PA

UnscoredInsufficient · 0
$22,99033,270 mi

Ligonier, PA

2024 Kia Niro EX Touring

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

2024 Kia Niro EX Touring

Irwin, PA

UnscoredInsufficient · 0
$23,59248,937 mi

Irwin, PA

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Washington, PA

OverpricedRobust · 51
$24,05764,209 mi

Market: $17,897 – $23,990

Comparison: 51 similar vehicles

Washington, PA

2026 Hyundai Sonata Hybrid Blue

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

2026 Hyundai Sonata Hybrid Blue

Pittsburgh, PA

UnscoredInsufficient · 3
$25,3219,873 mi

Comparison: 3 similar vehicles

Pittsburgh, PA

2024 Kia Niro EX

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

2024 Kia Niro EX

Irwin, PA

UnscoredInsufficient · 0
$25,52816,715 mi

Irwin, PA

2025 Hyundai Sonata Hybrid SEL

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

2025 Hyundai Sonata Hybrid SEL

Pittsburgh, PA

Fair PriceLimited · 15
$26,1564,450 mi

Market: $26,376 – $27,579

Comparison: 15 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 40 days listed (based on current market benchmarks)

Pittsburgh, PA

2025 Kia Niro EX

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

2025 Kia Niro EX

Irwin, PA

Fair PriceModerate · 21
$26,9008,953 mi

Market: $27,288 – $31,389

Comparison: 21 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 43 days listed (based on current market benchmarks)

Irwin, PA

2025 Hyundai Sonata Hybrid SEL

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

2025 Hyundai Sonata Hybrid SEL

Pittsburgh, PA

OverpricedLimited · 15
$27,5791,980 mi

Market: $26,156 – $27,223

Comparison: 15 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Pittsburgh, PA

2026 Kia Niro LX

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

2026 Kia Niro LX

Pittsburgh, PA

Fair PriceModerate · 21
$28,170Mileage not verified

Market: $25,866 – $29,565

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Pittsburgh, PA

2025 Toyota Prius LE

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

2025 Toyota Prius LE

Pittsburgh, PA

UnscoredInsufficient · 4
$28,38518,770 mi

Comparison: 4 similar vehicles

Pittsburgh, PA

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Greensburg, PA

UnscoredInsufficient · 0
$28,38831,529 mi

Greensburg, PA

2026 Hyundai Sonata Hybrid Blue

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

2026 Hyundai Sonata Hybrid Blue

Wexford, PA

Fair PriceModerate · 35
$28,4193,208 mi

Market: $24,400 – $30,670

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Wexford, PA

2023 Toyota Prius XLE

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

2023 Toyota Prius XLE

Pittsburgh, PA

UnscoredInsufficient · 0
$28,73325,992 mi

Pittsburgh, PA

2026 Hyundai Sonata Hybrid Blue

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

2026 Hyundai Sonata Hybrid Blue

Pleasant Hills, PA

Fair PriceLimited · 14
$28,903Mileage not verified

Market: $29,505 – $31,365

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 147 days listed (based on current market benchmarks)

Pleasant Hills, PA

2027 Hyundai Sonata Hybrid Blue

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

2027 Hyundai Sonata Hybrid Blue

Pleasant Hills, PA

Great DealLimited · 13
$29,200Mileage not verified

Market: $30,985 – $31,959

Comparison: 13 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Pleasant Hills, PA

2025 Hyundai Sonata Hybrid SEL

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

2025 Hyundai Sonata Hybrid SEL

Wexford, PA

UnscoredInsufficient · 0
$29,489Mileage not verified

Wexford, PA

2026 Hyundai Sonata Hybrid Blue

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

2026 Hyundai Sonata Hybrid Blue

Pleasant Hills, PA

Fair PriceLimited · 14
$29,505Mileage not verified

Market: $28,903 – $31,365

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Pleasant Hills, PA

2027 Hyundai Sonata Hybrid Blue

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

2027 Hyundai Sonata Hybrid Blue

Wexford, PA

UnscoredInsufficient · 4
$30,460Mileage not verified

Comparison: 4 similar vehicles

Wexford, PA

2026 Hyundai Sonata Hybrid Blue

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

2026 Hyundai Sonata Hybrid Blue

Monroeville, PA

Fair PriceLimited · 13
$30,654799 mi

Market: $28,903 – $31,365

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

Monroeville, PA

2026 Hyundai Sonata Hybrid Blue

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

2026 Hyundai Sonata Hybrid Blue

Uniontown, PA

UnscoredLimited · 9
$30,718Mileage not verified

Comparison: 9 similar vehicles

Uniontown, 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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