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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 7, 2026

7.1M+

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

73 listings found

2016 Audi Q5 Premium Plus

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

2016 Audi Q5 Premium Plus

Livingston, CA

Unscored
$7,795147,839 mi

Comparison: 13 similar vehicles

Livingston, CA

2006 Toyota Highlander Limited

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

2006 Toyota Highlander Limited

Livingston, CA

UnscoredInsufficient · 0
$7,979142,669 mi

Livingston, CA

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Livingston, CA

UnscoredInsufficient · 4
$7,985136,087 mi

Comparison: 4 similar vehicles

Livingston, CA

2014 Toyota Corolla S

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

2014 Toyota Corolla S

Livingston, CA

UnscoredInsufficient · 0
$7,999209,498 mi

Livingston, CA

2005 Honda Accord LX

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

2005 Honda Accord LX

Livingston, CA

UnscoredInsufficient · 3
$8,295152,156 mi

Comparison: 3 similar vehicles

Livingston, CA

2013 INFINITI JX Base

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

2013 INFINITI JX Base

Livingston, CA

Unscored
$8,448125,047 mi

Comparison: 18 similar vehicles

Livingston, CA

2014 Acura RDX Technology Package

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

2014 Acura RDX Technology Package

Livingston, CA

Unscored
$8,649159,786 mi

Comparison: 9 similar vehicles

Livingston, CA

2008 Honda Civic LX

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

2008 Honda Civic LX

Livingston, CA

Unscored
$8,649135,676 mi

Comparison: 34 similar vehicles

Livingston, CA

2008 Honda Odyssey LX

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

2008 Honda Odyssey LX

Livingston, CA

UnscoredInsufficient · 0
$8,799115,772 mi

Livingston, CA

2022 Chevrolet Equinox LT

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

2022 Chevrolet Equinox LT

Livingston, CA

UnscoredInsufficient · 4
$9,275186,478 mi

Comparison: 4 similar vehicles

Livingston, CA

2011 Toyota Corolla S

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

2011 Toyota Corolla S

Livingston, CA

Unscored
$9,299160,129 mi

Comparison: 8 similar vehicles

Livingston, CA

2012 Honda Civic LX

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

2012 Honda Civic LX

Livingston, CA

UnscoredInsufficient · 4
$9,500150,980 mi

Comparison: 4 similar vehicles

Livingston, CA

2012 Honda Fit Sport

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

2012 Honda Fit Sport

Livingston, CA

UnscoredInsufficient · 4
$9,500145,405 mi

Comparison: 4 similar vehicles

Livingston, CA

2005 Toyota Sequoia SR5

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

2005 Toyota Sequoia SR5

Livingston, CA

Unscored
$9,849158,697 mi

Comparison: 5 similar vehicles

Livingston, CA

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Livingston, CA

UnscoredInsufficient · 0
$9,975150,556 mi

Livingston, CA

2016 Honda Accord LX

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

2016 Honda Accord LX

Livingston, CA

Unscored
$10,500173,375 mi

Comparison: 21 similar vehicles

Livingston, CA

2014 Honda Civic EX

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

2014 Honda Civic EX

Livingston, CA

Unscored
$10,899159,864 mi

Comparison: 6 similar vehicles

Livingston, CA

2011 Honda Pilot Touring

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

2011 Honda Pilot Touring

Livingston, CA

Unscored
$11,299156,708 mi

Comparison: 8 similar vehicles

Livingston, CA

2020 Nissan Maxima SL

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

2020 Nissan Maxima SL

Livingston, CA

UnscoredInsufficient · 3
$11,395156,704 mi

Comparison: 3 similar vehicles

Livingston, CA

2023 Nissan Sentra S

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

2023 Nissan Sentra S

Livingston, CA

UnscoredInsufficient · 0
$11,499141,933 mi

Livingston, CA

2016 Honda CR-V SE

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

2016 Honda CR-V SE

Livingston, CA

Unscored
$11,899148,523 mi

Comparison: 12 similar vehicles

Livingston, CA

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Livingston, CA

UnscoredInsufficient · 3
$11,900156,465 mi

Comparison: 3 similar vehicles

Livingston, CA

2021 Chevrolet Trailblazer LT

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

2021 Chevrolet Trailblazer LT

Livingston, CA

Unscored
$11,985158,495 mi

Comparison: 10 similar vehicles

Livingston, CA

2016 Honda Civic EX

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

2016 Honda Civic EX

Livingston, CA

Unscored
$11,995159,437 mi

Comparison: 6 similar vehicles

Livingston, CA

2017 Toyota Corolla LE

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

2017 Toyota Corolla LE

Livingston, CA

Unscored
$12,299141,117 mi

Comparison: 17 similar vehicles

Livingston, CA

2015 Acura RDX Technology Package

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

2015 Acura RDX Technology Package

Livingston, CA

Unscored
$12,500140,740 mi

Comparison: 23 similar vehicles

Livingston, CA

2015 Mazda CX-5 Sport

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

2015 Mazda CX-5 Sport

Livingston, CA

UnscoredInsufficient · 3
$12,500130,500 mi

Comparison: 3 similar vehicles

Livingston, CA

2018 GMC Acadia SLE-1

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

2018 GMC Acadia SLE-1

Livingston, CA

UnscoredInsufficient · 3
$12,799134,110 mi

Comparison: 3 similar vehicles

Livingston, CA

2016 Honda CR-V EX-L

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

2016 Honda CR-V EX-L

Livingston, CA

Unscored
$13,000234,645 mi

Comparison: 39 similar vehicles

Livingston, CA

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Livingston, CA

UnscoredInsufficient · 4
$13,485153,516 mi

Comparison: 4 similar vehicles

Livingston, CA

2016 Chevrolet Tahoe LT

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

2016 Chevrolet Tahoe LT

Livingston, CA

UnscoredInsufficient · 3
$13,495156,344 mi

Comparison: 3 similar vehicles

Livingston, CA

2016 Honda Civic LX

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

2016 Honda Civic LX

Livingston, CA

Unscored
$13,500146,055 mi

Comparison: 11 similar vehicles

Livingston, CA

2016 Kia Sorento LX

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

2016 Kia Sorento LX

Livingston, CA

Unscored
$13,500106,465 mi

Comparison: 7 similar vehicles

Livingston, CA

2015 Toyota RAV4 LE

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

2015 Toyota RAV4 LE

Livingston, CA

UnscoredInsufficient · 4
$13,500136,285 mi

Comparison: 4 similar vehicles

Livingston, CA

2013 Toyota RAV4 LE

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

2013 Toyota RAV4 LE

Livingston, CA

Unscored
$13,500159,125 mi

Comparison: 11 similar vehicles

Livingston, CA

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Livingston, CA

Unscored
$13,500162,850 mi

Comparison: 7 similar vehicles

Livingston, CA

2015 Honda Odyssey Touring

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

2015 Honda Odyssey Touring

Livingston, CA

Unscored
$13,599134,727 mi

Comparison: 8 similar vehicles

Livingston, CA

2017 Jeep Grand Cherokee Laredo E

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

2017 Jeep Grand Cherokee Laredo E

Livingston, CA

Unscored
$13,89583,612 mi

Comparison: 8 similar vehicles

Livingston, CA

2012 Toyota Highlander Limited

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

2012 Toyota Highlander Limited

Livingston, CA

Unscored
$13,900166,705 mi

Comparison: 8 similar vehicles

Livingston, CA

2018 Honda Accord LX

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

2018 Honda Accord LX

Livingston, CA

Unscored
$13,995153,057 mi

Comparison: 7 similar vehicles

Livingston, CA

2016 Toyota Camry LE

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

2016 Toyota Camry LE

Livingston, CA

Unscored
$14,000168,010 mi

Comparison: 7 similar vehicles

Livingston, CA

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Livingston, CA

UnscoredInsufficient · 4
$14,000134,000 mi

Comparison: 4 similar vehicles

Livingston, CA

2015 GMC Yukon XL SLE

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

2015 GMC Yukon XL SLE

Livingston, CA

UnscoredInsufficient · 3
$14,495145,683 mi

Comparison: 3 similar vehicles

Livingston, CA

2018 Honda CR-V EX

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

2018 Honda CR-V EX

Livingston, CA

Unscored
$14,499163,650 mi

Comparison: 6 similar vehicles

Livingston, CA

2016 Mazda CX-9 Touring

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

2016 Mazda CX-9 Touring

Livingston, CA

UnscoredInsufficient · 3
$14,500130,180 mi

Comparison: 3 similar vehicles

Livingston, CA

2018 Acura MDX Technology Package

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

2018 Acura MDX Technology Package

Livingston, CA

Unscored
$14,570152,655 mi

Comparison: 26 similar vehicles

Livingston, CA

2017 Lexus NX F Sport

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

2017 Lexus NX F Sport

Livingston, CA

Unscored
$14,675162,310 mi

Comparison: 23 similar vehicles

Livingston, CA

2017 Honda Accord LX

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

2017 Honda Accord LX

Livingston, CA

UnscoredInsufficient · 3
$14,900138,985 mi

Comparison: 3 similar vehicles

Livingston, CA

2015 Toyota Highlander XLE

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

2015 Toyota Highlander XLE

Livingston, CA

Unscored
$14,900167,000 mi

Comparison: 45 similar vehicles

Livingston, CA

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Livingston, CA

Fair PriceLimited · 12
$15,000101,945 mi

Market: $9,999 – $17,118

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Livingston, CA

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 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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