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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 11, 2026

7.3M+

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

39 listings found

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Parma, OH

UnscoredInsufficient · 4
$6,490156,795 mi

Comparison: 4 similar vehicles

Parma, OH

2015 Subaru Legacy 2.5i Limited

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

2015 Subaru Legacy 2.5i Limited

Parma, OH

UnscoredInsufficient · 3
$6,995167,143 mi

Comparison: 3 similar vehicles

Parma, OH

2011 Subaru Forester X Premium Package

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

2011 Subaru Forester X Premium Package

Parma, OH

UnscoredInsufficient · 4
$7,500140,063 mi

Comparison: 4 similar vehicles

Parma, OH

2012 Subaru Outback Limited

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

2012 Subaru Outback Limited

Parma, OH

Unscored
$7,990191,881 mi

Comparison: 10 similar vehicles

Parma, OH

2016 Subaru Impreza Base

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

2016 Subaru Impreza Base

Parma, OH

Unscored
$8,500116,138 mi

Comparison: 5 similar vehicles

Parma, OH

2017 Subaru Impreza Sport

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

2017 Subaru Impreza Sport

Parma, OH

Unscored
$8,990164,065 mi

Comparison: 17 similar vehicles

Parma, OH

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Parma, OH

Unscored
$8,990149,473 mi

Comparison: 5 similar vehicles

Parma, OH

2016 Subaru Legacy 2.5i Premium

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

2016 Subaru Legacy 2.5i Premium

Parma, OH

Unscored
$9,360130,447 mi

Comparison: 13 similar vehicles

Parma, OH

2018 Subaru Impreza Base

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

2018 Subaru Impreza Base

Parma, OH

Unscored
$10,425124,066 mi

Comparison: 7 similar vehicles

Parma, OH

2014 Subaru Forester XT Premium

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

2014 Subaru Forester XT Premium

Parma, OH

UnscoredInsufficient · 0
$10,500120,728 mi

Parma, OH

2020 Subaru Legacy Base

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

2020 Subaru Legacy Base

Parma, OH

Unscored
$10,689131,335 mi

Comparison: 13 similar vehicles

Parma, OH

2022 Subaru Impreza Base

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

2022 Subaru Impreza Base

Parma, OH

Fair PriceLimited · 10
$12,93896,629 mi

Market: $11,999 – $15,495

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Parma, OH

2019 Subaru Forester Premium

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

2019 Subaru Forester Premium

Parma, OH

Great DealLimited · 14
$12,999116,368 mi

Market: $15,438 – $18,900

Comparison: 14 similar vehicles

Competitively priced ~16% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Parma, OH

2019 Subaru Impreza Premium

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

2019 Subaru Impreza Premium

Parma, OH

Fair PriceModerate · 26
$13,99997,114 mi

Market: $7,439 – $16,411

Comparison: 26 similar vehicles

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

Parma, OH

2023 Subaru Legacy Premium

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

2023 Subaru Legacy Premium

Parma, OH

Unscored
$14,438117,844 mi

Comparison: 17 similar vehicles

Parma, OH

2020 Subaru Outback Limited

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

2020 Subaru Outback Limited

Parma, OH

Unscored
$14,689107,221 mi

Comparison: 9 similar vehicles

Parma, OH

2017 Subaru Crosstrek Limited

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

2017 Subaru Crosstrek Limited

Parma, OH

UnscoredInsufficient · 4
$15,08987,271 mi

Comparison: 4 similar vehicles

Parma, OH

2019 Subaru Forester Premium

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

2019 Subaru Forester Premium

Parma, OH

Fair PriceLimited · 14
$15,438113,948 mi

Market: $12,999 – $18,900

Comparison: 14 similar vehicles

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

Parma, OH

2019 Subaru Crosstrek Premium

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

2019 Subaru Crosstrek Premium

Parma, OH

Fair PriceModerate · 27
$15,93894,707 mi

Market: $11,348 – $21,341

Comparison: 27 similar vehicles

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

Parma, OH

2022 Subaru Legacy Sport

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

2022 Subaru Legacy Sport

Parma, OH

UnscoredInsufficient · 0
$16,438109,037 mi

Parma, OH

2020 Subaru Forester Sport

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

2020 Subaru Forester Sport

Parma, OH

Great DealLimited · 11
$16,689100,517 mi

Market: $18,998 – $24,310

Comparison: 11 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 55 days listed (based on current market benchmarks)

Parma, OH

2023 Subaru Forester Premium

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

2023 Subaru Forester Premium

Parma, OH

Fair PriceModerate · 29
$16,938112,209 mi

Market: $14,500 – $24,988

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Parma, OH

2022 Subaru Outback Limited

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

2022 Subaru Outback Limited

Parma, OH

Unscored
$17,189109,585 mi

Comparison: 13 similar vehicles

Parma, OH

2018 Subaru Outback Limited

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

2018 Subaru Outback Limited

Parma, OH

Unscored
$17,93890,105 mi

Comparison: 8 similar vehicles

Parma, OH

2019 Subaru Forester Premium

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

2019 Subaru Forester Premium

Parma, OH

UnscoredInsufficient · 3
$18,40557,333 mi

Comparison: 3 similar vehicles

Parma, OH

2019 Subaru Forester Sport

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

2019 Subaru Forester Sport

Parma, OH

Unscored
$19,18968,404 mi

Comparison: 9 similar vehicles

Parma, OH

2023 Subaru Legacy Premium

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

2023 Subaru Legacy Premium

Parma, OH

UnscoredInsufficient · 0
$19,74753,620 mi

Parma, OH

2021 Subaru Outback Limited

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

2021 Subaru Outback Limited

Parma, OH

Fair PriceRobust · 54
$19,99570,235 mi

Market: $15,495 – $27,625

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Parma, OH

2024 Subaru Outback Premium

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

2024 Subaru Outback Premium

Parma, OH

Fair PriceLimited · 16
$20,08984,958 mi

Market: $19,934 – $23,990

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Parma, OH

2022 Subaru Outback Wilderness

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

2022 Subaru Outback Wilderness

Parma, OH

UnscoredInsufficient · 3
$20,18997,575 mi

Comparison: 3 similar vehicles

Parma, OH

2022 Subaru Outback Limited

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

2022 Subaru Outback Limited

Parma, OH

Fair PriceLimited · 13
$20,93869,014 mi

Market: $17,189 – $21,847

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Parma, OH

2023 Subaru Outback Premium

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

2023 Subaru Outback Premium

Parma, OH

UnscoredInsufficient · 4
$20,995109,334 mi

Comparison: 4 similar vehicles

Parma, OH

2026 Subaru Crosstrek Premium

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

2026 Subaru Crosstrek Premium

Parma, OH

Salvage title
$21,9472,289 mi

Parma, OH

2025 Subaru Forester Sport

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

2025 Subaru Forester Sport

Parma, OH

Salvage title
$24,89715,873 mi

Parma, OH

2025 Subaru Outback Limited

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

2025 Subaru Outback Limited

Parma, OH

Salvage title
$25,43824,980 mi

Parma, OH

2026 Subaru Crosstrek Sport

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

2026 Subaru Crosstrek Sport

Parma, OH

Salvage title
$26,0474,185 mi

Parma, OH

2024 Subaru Crosstrek Sport

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

2024 Subaru Crosstrek Sport

Parma, OH

Unscored
$26,43617,637 mi

Comparison: 8 similar vehicles

Parma, OH

2025 Subaru Impreza Sport

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

2025 Subaru Impreza Sport

Parma, OH

OverpricedLimited · 11
$27,9002,030 mi

Market: $20,286 – $24,149

Comparison: 11 similar vehicles

Priced ~16% above the typical market range for similar vehicles (based on current market benchmarks)

Parma, OH

2026 Subaru Forester Premium

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

2026 Subaru Forester Premium

Parma, OH

Fair PriceRobust · 73
$31,9026,226 mi

Market: $26,995 – $34,888

Comparison: 73 similar vehicles

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

Parma, 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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