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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

499 listings found

2000 Mercedes-Benz M-Class ML 320

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

2000 Mercedes-Benz M-Class ML 320

Ukiah, CA

UnscoredInsufficient · 0
$2,599240,932 mi

Ukiah, CA

2011 Nissan Murano S

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

2011 Nissan Murano S

Ukiah, CA

UnscoredInsufficient · 0
$4,000191,695 mi

Ukiah, CA

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Ukiah, CA

UnscoredInsufficient · 0
$4,000194,900 mi

Ukiah, CA

2010 Volkswagen Tiguan SEL

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

2010 Volkswagen Tiguan SEL

Ukiah, CA

UnscoredInsufficient · 0
$4,500129,935 mi

Ukiah, CA

2000 Honda CR-V EX

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

2000 Honda CR-V EX

Ukiah, CA

UnscoredInsufficient · 0
$5,123158,664 mi

Ukiah, CA

2011 Mitsubishi Outlander Sport SE

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

2011 Mitsubishi Outlander Sport SE

Ukiah, CA

UnscoredInsufficient · 0
$5,800145,750 mi

Ukiah, CA

2016 Dodge Journey SXT

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

2016 Dodge Journey SXT

Ukiah, CA

UnscoredLimited · 9
$5,900206,130 mi

Comparison: 9 similar vehicles

Ukiah, CA

2016 Chevrolet Trax LS

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

2016 Chevrolet Trax LS

Ukiah, CA

UnscoredInsufficient · 0
$5,900143,650 mi

Ukiah, CA

2015 Nissan Pathfinder Platinum

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

2015 Nissan Pathfinder Platinum

Ukiah, CA

UnscoredInsufficient · 3
$5,900190,020 mi

Comparison: 3 similar vehicles

Ukiah, CA

2012 Acura MDX Base

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

2012 Acura MDX Base

Ukiah, CA

UnscoredLimited · 11
$5,900202,995 mi

Comparison: 11 similar vehicles

Ukiah, CA

2005 Nissan Murano S

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

2005 Nissan Murano S

Lakeport, CA

UnscoredInsufficient · 0
$5,990Mileage not verified

Lakeport, CA

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Ukiah, CA

UnscoredInsufficient · 0
$5,995173,806 mi

Ukiah, CA

2016 Hyundai Santa Fe SE

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

2016 Hyundai Santa Fe SE

Ukiah, CA

UnscoredInsufficient · 0
$6,500191,405 mi

Ukiah, CA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Ukiah, CA

UnscoredInsufficient · 0
$6,500135,360 mi

Ukiah, CA

2011 Jeep Grand Cherokee Limited

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

2011 Jeep Grand Cherokee Limited

Ukiah, CA

UnscoredInsufficient · 4
$6,800191,750 mi

Comparison: 4 similar vehicles

Ukiah, CA

2017 Buick Enclave Leather

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

2017 Buick Enclave Leather

Ukiah, CA

UnscoredModerate · 21
$6,900134,310 mi

Comparison: 21 similar vehicles

Ukiah, CA

2004 Chevrolet Suburban LS

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

2004 Chevrolet Suburban LS

Lakeport, CA

UnscoredInsufficient · 0
$6,990230,224 mi

Lakeport, CA

2013 Chevrolet Suburban LT

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

2013 Chevrolet Suburban LT

Ukiah, CA

UnscoredInsufficient · 3
$7,000201,400 mi

Comparison: 3 similar vehicles

Ukiah, CA

2010 Buick Enclave CXL-2

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

2010 Buick Enclave CXL-2

Lakeport, CA

UnscoredInsufficient · 3
$7,990141,436 mi

Comparison: 3 similar vehicles

Lakeport, CA

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

Lakeport, CA

UnscoredLimited · 7
$7,990114,962 mi

Comparison: 7 similar vehicles

Lakeport, CA

2014 Ford Flex SEL

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

2014 Ford Flex SEL

Ukiah, CA

UnscoredInsufficient · 4
$8,134143,186 mi

Comparison: 4 similar vehicles

Ukiah, CA

2016 Hyundai Santa Fe Sport

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

2016 Hyundai Santa Fe Sport

Lakeport, CA

UnscoredLimited · 12
$8,990175,899 mi

Comparison: 12 similar vehicles

Lakeport, CA

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Lakeport, CA

UnscoredLimited · 7
$9,13094,588 mi

Comparison: 7 similar vehicles

Lakeport, CA

2017 Chevrolet Traverse 2LT

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

2017 Chevrolet Traverse 2LT

Lakeport, CA

UnscoredLimited · 9
$9,990156,143 mi

Comparison: 9 similar vehicles

Lakeport, CA

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Ukiah, CA

Fair PriceModerate · 43
$9,99574,408 mi

Market: $8,900 – $16,990

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Ukiah, CA

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Lakeport, CA

UnscoredLimited · 7
$10,130121,197 mi

Comparison: 7 similar vehicles

Lakeport, CA

2017 Jeep Cherokee High Altitude

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

2017 Jeep Cherokee High Altitude

Ukiah, CA

UnscoredInsufficient · 0
$10,134163,900 mi

Ukiah, CA

2020 Dodge Journey Crossroad

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

2020 Dodge Journey Crossroad

Lakeport, CA

UnscoredLimited · 6
$11,035111,435 mi

Comparison: 6 similar vehicles

Lakeport, CA

2018 Mazda CX-5 Sport

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

2018 Mazda CX-5 Sport

Lakeport, CA

UnscoredInsufficient · 4
$11,990172,038 mi

Comparison: 4 similar vehicles

Lakeport, CA

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Lakeport, CA

UnscoredLimited · 17
$11,990156,121 mi

Comparison: 17 similar vehicles

Lakeport, CA

2015 Jeep Cherokee Trailhawk

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

2015 Jeep Cherokee Trailhawk

Ukiah, CA

UnscoredInsufficient · 4
$11,999101,253 mi

Comparison: 4 similar vehicles

Ukiah, CA

2019 Mazda CX-5 Grand Touring

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

2019 Mazda CX-5 Grand Touring

Ukiah, CA

UnscoredLimited · 14
$12,962152,743 mi

Comparison: 14 similar vehicles

Ukiah, CA

2019 Chevrolet Trax LT

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

2019 Chevrolet Trax LT

Lakeport, CA

UnscoredLimited · 7
$12,99072,161 mi

Comparison: 7 similar vehicles

Lakeport, CA

2017 Mazda CX-9 Grand Touring

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

2017 Mazda CX-9 Grand Touring

Lakeport, CA

UnscoredLimited · 16
$12,990137,916 mi

Comparison: 16 similar vehicles

Lakeport, CA

2017 Jeep Renegade Trailhawk

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

2017 Jeep Renegade Trailhawk

Lakeport, CA

UnscoredInsufficient · 3
$13,99068,065 mi

Comparison: 3 similar vehicles

Lakeport, CA

2015 Toyota Highlander LE Plus

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

2015 Toyota Highlander LE Plus

Lakeport, CA

UnscoredLimited · 5
$13,990166,629 mi

Comparison: 5 similar vehicles

Lakeport, CA

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

Lakeport, CA

Fair PriceModerate · 28
$14,03567,721 mi

Market: $9,999 – $15,850

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Lakeport, CA

2021 Subaru Forester Base

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

2021 Subaru Forester Base

Ukiah, CA

UnscoredLimited · 8
$14,073118,128 mi

Comparison: 8 similar vehicles

Ukiah, CA

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Ukiah, CA

Fair PriceModerate · 40
$14,495110,114 mi

Market: $8,653 – $20,995

Comparison: 40 similar vehicles

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

Ukiah, CA

2018 Jeep Renegade Altitude Package

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

2018 Jeep Renegade Altitude Package

Lakeport, CA

UnscoredInsufficient · 0
$14,88543,082 mi

Lakeport, CA

2016 Toyota RAV4 Limited

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

2016 Toyota RAV4 Limited

Lakeport, CA

UnscoredLimited · 12
$14,990171,495 mi

Comparison: 12 similar vehicles

Lakeport, CA

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Ukiah, CA

UnscoredModerate · 47
$14,995121,513 mi

Comparison: 47 similar vehicles

Ukiah, CA

2017 Jeep Grand Cherokee Overland

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

2017 Jeep Grand Cherokee Overland

Ukiah, CA

UnscoredInsufficient · 3
$15,495117,689 mi

Comparison: 3 similar vehicles

Ukiah, CA

2016 Toyota RAV4 Limited

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

2016 Toyota RAV4 Limited

Lakeport, CA

UnscoredLimited · 12
$15,635155,289 mi

Comparison: 12 similar vehicles

Lakeport, CA

2020 GMC Acadia SLT

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

2020 GMC Acadia SLT

Lakeport, CA

UnscoredInsufficient · 0
$15,990125,234 mi

Lakeport, CA

2019 Ford Flex Limited

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

2019 Ford Flex Limited

Lakeport, CA

Fair PriceLimited · 11
$15,99078,179 mi

Market: $6,999 – $24,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 699 days listed (based on current market benchmarks)

Lakeport, CA

2020 Nissan Rogue SV

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

2020 Nissan Rogue SV

Healdsburg, CA

Fair PriceLimited · 18
$16,03668,912 mi

Market: $9,999 – $21,018

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Healdsburg, CA

2007 Toyota FJ Cruiser Base

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

2007 Toyota FJ Cruiser Base

Lakeport, CA

UnscoredLimited · 15
$16,085151,163 mi

Comparison: 15 similar vehicles

Lakeport, CA

2021 Buick Encore GX Select

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

2021 Buick Encore GX Select

Ukiah, CA

UnscoredInsufficient · 0
$16,46252,320 mi

Ukiah, CA

2020 Subaru Forester Sport

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

2020 Subaru Forester Sport

Lakeport, CA

UnscoredModerate · 49
$16,990136,239 mi

Comparison: 49 similar vehicles

Lakeport, 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 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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