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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 12, 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

416 listings found

2004 Toyota Avalon XL

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

2004 Toyota Avalon XL

Frederick, MD

Salvage title
$2,549180,986 mi

Frederick, MD

2006 Toyota Matrix XR

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

2006 Toyota Matrix XR

Frederick, MD

UnscoredInsufficient · 0
$3,999153,463 mi

Frederick, MD

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Frederick, MD

Fair PriceLimited · 15
$5,750117,668 mi

Market: $2,995 – $8,995

Comparison: 15 similar vehicles

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

Frederick, MD

2007 Toyota Tacoma PreRunner

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

2007 Toyota Tacoma PreRunner

Frederick, MD

Unscored
$5,799229,667 mi

Comparison: 5 similar vehicles

Frederick, MD

2006 Toyota Highlander Limited Hybrid

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

2006 Toyota Highlander Limited Hybrid

Frederick, MD

Unscored
$7,950139,611 mi

Comparison: 6 similar vehicles

Frederick, MD

2011 Toyota Yaris Base

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

2011 Toyota Yaris Base

Frederick, MD

UnscoredInsufficient · 0
$7,990115,670 mi

Frederick, MD

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Frederick, MD

UnscoredInsufficient · 4
$7,990Mileage not verified

Comparison: 4 similar vehicles

Frederick, MD

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Frederick, MD

UnscoredInsufficient · 4
$7,990Mileage not verified

Comparison: 4 similar vehicles

Frederick, MD

2004 Toyota RAV4 Base

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

2004 Toyota RAV4 Base

Frederick, MD

Unscored
$8,289128,006 mi

Comparison: 7 similar vehicles

Frederick, MD

2018 Toyota Yaris iA Base

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

2018 Toyota Yaris iA Base

Frederick, MD

Unscored
$8,55471,249 mi

Comparison: 16 similar vehicles

Frederick, MD

2003 Toyota Highlander Base

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

2003 Toyota Highlander Base

Frederick, MD

Unscored
$8,684138,355 mi

Comparison: 11 similar vehicles

Frederick, MD

2007 Toyota Avalon Limited

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

2007 Toyota Avalon Limited

Frederick, MD

Unscored
$8,789138,668 mi

Comparison: 9 similar vehicles

Frederick, MD

2006 Toyota Highlander Base

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

2006 Toyota Highlander Base

Frederick, MD

Unscored
$8,789146,275 mi

Comparison: 9 similar vehicles

Frederick, MD

2015 Toyota Camry XSE

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

2015 Toyota Camry XSE

Frederick, MD

Unscored
$8,995146,802 mi

Comparison: 16 similar vehicles

Frederick, MD

2008 Toyota Highlander Sport

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

2008 Toyota Highlander Sport

Frederick, MD

Unscored
$9,000148,000 mi

Comparison: 18 similar vehicles

Frederick, MD

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Frederick, MD

Fair PriceLimited · 15
$9,28993,889 mi

Market: $5,981 – $9,485

Comparison: 15 similar vehicles

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

Frederick, MD

2011 Toyota Matrix Base

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

2011 Toyota Matrix Base

Frederick, MD

UnscoredInsufficient · 0
$9,789121,525 mi

Frederick, MD

2010 Toyota RAV4 Base

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

2010 Toyota RAV4 Base

Frederick, MD

Unscored
$9,950142,140 mi

Comparison: 8 similar vehicles

Frederick, MD

2008 Toyota Avalon XLS

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

2008 Toyota Avalon XLS

Frederick, MD

UnscoredInsufficient · 0
$10,789108,503 mi

Frederick, MD

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Frederick, MD

Unscored
$11,378132,612 mi

Comparison: 10 similar vehicles

Frederick, MD

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Frederick, MD

OverpricedLimited · 10
$11,68474,956 mi

Market: $3,199 – $8,994

Comparison: 10 similar vehicles

Priced ~30% above the typical market range for similar vehicles (based on current market benchmarks)

Frederick, MD

2015 Toyota RAV4 LE

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

2015 Toyota RAV4 LE

Frederick, MD

Unscored
$11,950179,164 mi

Comparison: 18 similar vehicles

Frederick, MD

2016 Toyota Camry Special Edition

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

2016 Toyota Camry Special Edition

Frederick, MD

Unscored
$11,990164,678 mi

Comparison: 21 similar vehicles

Frederick, MD

2015 Toyota Camry LE

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

2015 Toyota Camry LE

Frederick, MD

Unscored
$12,399153,198 mi

Comparison: 16 similar vehicles

Frederick, MD

2017 Toyota Corolla SE

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

2017 Toyota Corolla SE

Frederick, MD

UnscoredInsufficient · 3
$12,987129,390 mi

Comparison: 3 similar vehicles

Frederick, MD

2015 Toyota Prius Two

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

2015 Toyota Prius Two

Frederick, MD

UnscoredInsufficient · 3
$12,999133,364 mi

Comparison: 3 similar vehicles

Frederick, MD

2010 Toyota Tacoma Base

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

2010 Toyota Tacoma Base

Frederick, MD

Unscored
$12,999281,000 mi

Comparison: 26 similar vehicles

Frederick, MD

2019 Toyota Camry SE

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

2019 Toyota Camry SE

Frederick, MD

Unscored
$13,950162,089 mi

Comparison: 20 similar vehicles

Frederick, MD

2018 Toyota Camry SE

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

2018 Toyota Camry SE

Frederick, MD

Unscored
$14,500172,956 mi

Comparison: 11 similar vehicles

Frederick, MD

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Frederick, MD

Unscored
$14,687194,005 mi

Comparison: 72 similar vehicles

Frederick, MD

2015 Toyota Corolla LE Eco

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

2015 Toyota Corolla LE Eco

Frederick, MD

Fair PriceLimited · 10
$14,78775,601 mi

Market: $6,999 – $16,488

Comparison: 10 similar vehicles

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

Frederick, MD

2017 Toyota Prius Prime Premium

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

2017 Toyota Prius Prime Premium

Frederick, MD

Unscored
$14,789147,309 mi

Comparison: 7 similar vehicles

Frederick, MD

2017 Toyota RAV4 XLE

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

2017 Toyota RAV4 XLE

Frederick, MD

Unscored
$14,799136,190 mi

Comparison: 63 similar vehicles

Frederick, MD

2018 Toyota Corolla LE

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

2018 Toyota Corolla LE

Frederick, MD

Unscored
$14,90093,500 mi

Comparison: 7 similar vehicles

Frederick, MD

2006 Toyota 4Runner Sport

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

2006 Toyota 4Runner Sport

Frederick, MD

Fair PriceLimited · 11
$14,900119,669 mi

Market: $5,995 – $18,687

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Frederick, MD

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Frederick, MD

Unscored
$14,950148,224 mi

Comparison: 48 similar vehicles

Frederick, MD

2016 Toyota Prius c Four

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

2016 Toyota Prius c Four

Frederick, MD

UnscoredInsufficient · 0
$14,99087,896 mi

Frederick, MD

2011 Toyota Camry XLE

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

2011 Toyota Camry XLE

Frederick, MD

UnscoredInsufficient · 0
$15,68736,083 mi

Frederick, MD

2021 Toyota Camry XLE

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

2021 Toyota Camry XLE

Frederick, MD

Unscored
$15,69929,049 mi

Comparison: 12 similar vehicles

Frederick, MD

2014 Toyota Sienna XLE

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

2014 Toyota Sienna XLE

Frederick, MD

Unscored
$15,789145,353 mi

Comparison: 6 similar vehicles

Frederick, MD

2016 Toyota RAV4 XLE

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

2016 Toyota RAV4 XLE

Frederick, MD

Fair PriceLimited · 15
$15,941119,268 mi

Market: $13,999 – $19,950

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Frederick, MD

2018 Toyota RAV4 XLE

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

2018 Toyota RAV4 XLE

Frederick, MD

Unscored
$15,950147,752 mi

Comparison: 83 similar vehicles

Frederick, MD

2017 Toyota Prius Two Eco

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

2017 Toyota Prius Two Eco

Frederick, MD

UnscoredInsufficient · 0
$15,998128,275 mi

Frederick, MD

2018 Toyota Avalon XLE

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

2018 Toyota Avalon XLE

Frederick, MD

Unscored
$16,289131,486 mi

Comparison: 19 similar vehicles

Frederick, MD

2017 Toyota Prius Three

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

2017 Toyota Prius Three

Frederick, MD

Fair PriceModerate · 35
$16,30089,894 mi

Market: $10,357 – $19,992

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Frederick, MD

2011 Toyota Avalon

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

2011 Toyota Avalon

Frederick, MD

Unscored
$16,68771,688 mi

Comparison: 6 similar vehicles

Frederick, MD

2016 Toyota Camry LE

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

2016 Toyota Camry LE

Frederick, MD

Fair PriceRobust · 75
$16,998104,396 mi

Market: $5,000 – $19,096

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Frederick, MD

2017 Toyota Highlander LE

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

2017 Toyota Highlander LE

Frederick, MD

Unscored
$17,789136,499 mi

Comparison: 89 similar vehicles

Frederick, MD

2010 Toyota 4Runner SR5

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

2010 Toyota 4Runner SR5

Frederick, MD

Unscored
$17,999144,874 mi

Comparison: 12 similar vehicles

Frederick, MD

2015 Toyota RAV4 LE

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

2015 Toyota RAV4 LE

Frederick, MD

UnscoredInsufficient · 0
$18,57135,215 mi

Frederick, MD

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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