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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 30, 2026

6M+

Unique vehicles analyzed

as of October 30, 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

619 listings found

2016 Subaru Crosstrek Limited

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

2016 Subaru Crosstrek Limited

Memphis, TN

UnscoredInsufficient · 0
$4,898165,857 mi

Memphis, TN

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Memphis, TN

UnscoredInsufficient · 3
$5,895241,606 mi

Comparison: 3 similar vehicles

Memphis, TN

2012 Subaru Forester X

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

2012 Subaru Forester X

Memphis, TN

UnscoredInsufficient · 0
$5,900154,187 mi

Memphis, TN

2016 Subaru Outback Limited

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

2016 Subaru Outback Limited

Memphis, TN

Unscored
$5,995171,671 mi

Comparison: 9 similar vehicles

Memphis, TN

2013 Subaru Outback Limited

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

2013 Subaru Outback Limited

Memphis, TN

UnscoredInsufficient · 4
$6,495151,210 mi

Comparison: 4 similar vehicles

Memphis, TN

2019 Subaru Impreza Base

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

2019 Subaru Impreza Base

Memphis, TN

UnscoredInsufficient · 0
$8,70088,983 mi

Memphis, TN

2014 Subaru Impreza 2.0I Premium

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

2014 Subaru Impreza 2.0I Premium

Memphis, TN

UnscoredInsufficient · 0
$8,995130,184 mi

Memphis, TN

2017 Subaru Outback Base

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

2017 Subaru Outback Base

Memphis, TN

UnscoredInsufficient · 0
$9,344160,157 mi

Memphis, TN

2013 Subaru Impreza 2.0I Sport Premium

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

2013 Subaru Impreza 2.0I Sport Premium

Memphis, TN

UnscoredInsufficient · 0
$9,641107,556 mi

Memphis, TN

2013 Subaru Outback Limited

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

2013 Subaru Outback Limited

Memphis, TN

UnscoredInsufficient · 0
$9,98997,795 mi

Memphis, TN

2017 Subaru Legacy Premium

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

2017 Subaru Legacy Premium

Memphis, TN

UnscoredInsufficient · 0
$10,63674,546 mi

Memphis, TN

2017 Subaru Forester Base

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

2017 Subaru Forester Base

Memphis, TN

UnscoredInsufficient · 4
$10,90087,878 mi

Comparison: 4 similar vehicles

Memphis, TN

2017 Subaru Impreza Limited

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

2017 Subaru Impreza Limited

Memphis, TN

UnscoredInsufficient · 0
$11,13689,524 mi

Memphis, TN

2015 Subaru XV Crosstrek Limited

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

2015 Subaru XV Crosstrek Limited

Memphis, TN

UnscoredInsufficient · 4
$11,457160,816 mi

Comparison: 4 similar vehicles

Memphis, TN

2015 Subaru Outback Limited

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

2015 Subaru Outback Limited

Memphis, TN

Unscored
$11,572130,472 mi

Comparison: 6 similar vehicles

Memphis, TN

2018 Subaru Forester Limited

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

2018 Subaru Forester Limited

Memphis, TN

Unscored
$11,900133,648 mi

Comparison: 9 similar vehicles

Memphis, TN

2015 Subaru Forester i Limited

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

2015 Subaru Forester i Limited

Memphis, TN

Unscored
$12,13686,616 mi

Comparison: 5 similar vehicles

Memphis, TN

2013 Subaru XV Crosstrek Limited

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

2013 Subaru XV Crosstrek Limited

Memphis, TN

UnscoredInsufficient · 0
$13,37393,928 mi

Memphis, TN

2013 Subaru Impreza 2.0I Premium

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

2013 Subaru Impreza 2.0I Premium

Memphis, TN

UnscoredInsufficient · 0
$13,38624,919 mi

Memphis, TN

2018 Subaru Forester Base

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

2018 Subaru Forester Base

Memphis, TN

UnscoredInsufficient · 0
$13,497137,009 mi

Memphis, TN

2018 Subaru Crosstrek Premium

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

2018 Subaru Crosstrek Premium

Memphis, TN

Unscored
$13,837121,244 mi

Comparison: 9 similar vehicles

Memphis, TN

2020 Subaru Forester Limited

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

2020 Subaru Forester Limited

Memphis, TN

UnscoredInsufficient · 0
$14,89487,840 mi

Memphis, TN

2016 Subaru Legacy 2.5i Limited

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

2016 Subaru Legacy 2.5i Limited

Memphis, TN

UnscoredInsufficient · 0
$14,995103,228 mi

Memphis, TN

2017 Subaru Forester Base

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

2017 Subaru Forester Base

Memphis, TN

UnscoredInsufficient · 4
$14,998108,298 mi

Comparison: 4 similar vehicles

Memphis, TN

2020 Subaru Crosstrek Premium

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

2020 Subaru Crosstrek Premium

Memphis, TN

UnscoredInsufficient · 3
$15,295161,870 mi

Comparison: 3 similar vehicles

Memphis, TN

2020 Subaru Outback Premium

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

2020 Subaru Outback Premium

Memphis, TN

Fair PriceLimited · 17
$15,63680,978 mi

Market: $15,663 – $21,500

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 50 days listed (based on current market benchmarks)

Memphis, TN

2017 Subaru Forester Premium

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

2017 Subaru Forester Premium

Memphis, TN

Fair PriceLimited · 11
$15,97384,635 mi

Market: $11,904 – $18,277

Comparison: 11 similar vehicles

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

Memphis, TN

2016 Subaru Outback Limited

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

2016 Subaru Outback Limited

Memphis, TN

Unscored
$15,998118,323 mi

Comparison: 9 similar vehicles

Memphis, TN

2021 Subaru Crosstrek Premium

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

2021 Subaru Crosstrek Premium

Memphis, TN

UnscoredInsufficient · 4
$16,00082,474 mi

Comparison: 4 similar vehicles

Memphis, TN

2017 Subaru Forester Base

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

2017 Subaru Forester Base

Memphis, TN

UnscoredInsufficient · 0
$16,87359,281 mi

Memphis, TN

2016 Subaru Outback Premium

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

2016 Subaru Outback Premium

Memphis, TN

UnscoredInsufficient · 0
$16,89434,358 mi

Memphis, TN

2022 Subaru Outback Limited

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

2022 Subaru Outback Limited

Memphis, TN

Unscored
$16,900130,521 mi

Comparison: 12 similar vehicles

Memphis, TN

2015 Subaru WRX Limited

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

2015 Subaru WRX Limited

Memphis, TN

UnscoredInsufficient · 0
$16,97180,448 mi

Memphis, TN

2017 Subaru Legacy Premium

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

2017 Subaru Legacy Premium

Memphis, TN

UnscoredInsufficient · 0
$16,99894,854 mi

Memphis, TN

2020 Subaru Ascent Limited

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

2020 Subaru Ascent Limited

Memphis, TN

Unscored
$17,263108,185 mi

Comparison: 6 similar vehicles

Memphis, TN

2018 Subaru Outback Limited

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

2018 Subaru Outback Limited

Memphis, TN

Unscored
$17,57285,165 mi

Comparison: 7 similar vehicles

Memphis, TN

2018 Subaru Legacy Limited

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

2018 Subaru Legacy Limited

Memphis, TN

UnscoredInsufficient · 0
$17,89484,660 mi

Memphis, TN

2018 Subaru Forester Premium

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

2018 Subaru Forester Premium

Memphis, TN

Fair PriceLimited · 15
$17,99893,237 mi

Market: $11,000 – $19,590

Comparison: 15 similar vehicles

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

Memphis, TN

2017 Subaru Forester Touring

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

2017 Subaru Forester Touring

Memphis, TN

Unscored
$17,998106,029 mi

Comparison: 9 similar vehicles

Memphis, TN

2020 Subaru Forester Base

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

2020 Subaru Forester Base

Memphis, TN

UnscoredInsufficient · 0
$18,36978,211 mi

Memphis, TN

2018 Subaru Outback Touring

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

2018 Subaru Outback Touring

Memphis, TN

Unscored
$18,39498,653 mi

Comparison: 7 similar vehicles

Memphis, TN

2018 Subaru Outback Touring

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

2018 Subaru Outback Touring

Memphis, TN

Unscored
$18,583104,221 mi

Comparison: 7 similar vehicles

Memphis, TN

2023 Subaru Outback Onyx Edition

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

2023 Subaru Outback Onyx Edition

Memphis, TN

UnscoredInsufficient · 0
$18,80035,545 mi

Memphis, TN

2023 Subaru Crosstrek Sport

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

2023 Subaru Crosstrek Sport

Memphis, TN

UnscoredInsufficient · 0
$18,900116,847 mi

Memphis, TN

2023 Subaru SOLTERRA Premium

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

2023 Subaru SOLTERRA Premium

Memphis, TN

UnscoredInsufficient · 0
$19,57250,815 mi

Memphis, TN

2021 Subaru Ascent Touring

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

2021 Subaru Ascent Touring

Memphis, TN

Fair PriceLimited · 15
$19,847118,489 mi

Market: $15,167 – $24,590

Comparison: 15 similar vehicles

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

Memphis, TN

2022 Subaru Legacy Touring

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

2022 Subaru Legacy Touring

Memphis, TN

UnscoredInsufficient · 0
$19,94598,439 mi

Memphis, TN

2020 Subaru Outback Limited

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

2020 Subaru Outback Limited

Memphis, TN

Unscored
$19,98698,017 mi

Comparison: 5 similar vehicles

Memphis, TN

2020 Subaru Ascent Touring

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

2020 Subaru Ascent Touring

Memphis, TN

Unscored
$19,99889,451 mi

Comparison: 9 similar vehicles

Memphis, TN

2018 Subaru Crosstrek Premium

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

2018 Subaru Crosstrek Premium

Memphis, TN

OverpricedLimited · 10
$19,99886,476 mi

Market: $13,837 – $19,990

Comparison: 10 similar vehicles

Memphis, TN

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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