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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 6, 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

146 listings found

2016 Ford Edge SEL

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

2016 Ford Edge SEL

Los Banos, CA

Unscored
$5,080184,684 mi

Comparison: 10 similar vehicles

Los Banos, CA

2014 BMW 3 Series 320i

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

2014 BMW 3 Series 320i

Los Banos, CA

Unscored
$6,450173,183 mi

Comparison: 15 similar vehicles

Los Banos, CA

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Los Banos, CA

Unscored
$6,650141,329 mi

Comparison: 8 similar vehicles

Los Banos, CA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Los Banos, CA

Unscored
$6,950121,779 mi

Comparison: 5 similar vehicles

Los Banos, CA

2011 GMC Yukon XL SLT

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

2011 GMC Yukon XL SLT

Los Banos, CA

UnscoredInsufficient · 0
$7,950174,832 mi

Los Banos, CA

2012 BMW 5 Series 528i

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

2012 BMW 5 Series 528i

Los Banos, CA

Unscored
$8,069148,835 mi

Comparison: 7 similar vehicles

Los Banos, CA

2011 Subaru Forester XT Premium

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

2011 Subaru Forester XT Premium

Los Banos, CA

UnscoredInsufficient · 0
$8,450138,232 mi

Los Banos, CA

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Los Banos, CA

UnscoredInsufficient · 4
$8,750107,722 mi

Comparison: 4 similar vehicles

Los Banos, CA

2012 Honda CR-V EX-L

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

2012 Honda CR-V EX-L

Los Banos, CA

Unscored
$8,750180,822 mi

Comparison: 21 similar vehicles

Los Banos, CA

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Los Banos, CA

Unscored
$8,850157,323 mi

Comparison: 18 similar vehicles

Los Banos, CA

2020 Chevrolet Spark 1LT

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

2020 Chevrolet Spark 1LT

Los Banos, CA

Unscored
$8,950101,079 mi

Comparison: 7 similar vehicles

Los Banos, CA

2012 Honda Ridgeline RTL

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

2012 Honda Ridgeline RTL

Los Banos, CA

UnscoredInsufficient · 0
$8,950201,669 mi

Los Banos, CA

2015 BMW X5 xDrive35i

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

2015 BMW X5 xDrive35i

Los Banos, CA

Unscored
$9,569143,632 mi

Comparison: 33 similar vehicles

Los Banos, CA

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Los Banos, CA

Unscored
$9,950189,663 mi

Comparison: 18 similar vehicles

Los Banos, CA

2016 GMC Acadia SLT-1

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

2016 GMC Acadia SLT-1

Los Banos, CA

Unscored
$9,950120,459 mi

Comparison: 13 similar vehicles

Los Banos, CA

2017 Hyundai Santa Fe SE

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

2017 Hyundai Santa Fe SE

Los Banos, CA

Unscored
$10,069124,955 mi

Comparison: 7 similar vehicles

Los Banos, CA

2005 Nissan 350Z Touring

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

2005 Nissan 350Z Touring

Los Banos, CA

UnscoredInsufficient · 0
$10,069113,489 mi

Los Banos, CA

2017 Mazda CX-5 Touring

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

2017 Mazda CX-5 Touring

Los Banos, CA

Unscored
$10,750180,317 mi

Comparison: 14 similar vehicles

Los Banos, CA

2017 Jeep Cherokee Latitude

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

2017 Jeep Cherokee Latitude

Los Banos, CA

Fair PriceLimited · 12
$10,85097,025 mi

Market: $6,499 – $16,395

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 191 days listed (based on current market benchmarks)

Los Banos, CA

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Los Banos, CA

UnscoredInsufficient · 3
$10,950111,054 mi

Comparison: 3 similar vehicles

Los Banos, CA

2016 GMC Acadia SLT-1

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

2016 GMC Acadia SLT-1

Los Banos, CA

Fair PriceLimited · 13
$10,950113,615 mi

Market: $6,995 – $16,499

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 225 days listed (based on current market benchmarks)

Los Banos, CA

2013 Toyota Sienna Limited

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

2013 Toyota Sienna Limited

Los Banos, CA

Unscored
$11,069189,889 mi

Comparison: 5 similar vehicles

Los Banos, CA

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Los Banos, CA

Fair PriceRobust · 52
$11,06984,689 mi

Market: $6,500 – $12,750

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Los Banos, CA

2002 Lincoln Blackwood Base

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

2002 Lincoln Blackwood Base

Los Banos, CA

UnscoredInsufficient · 0
$11,080108,777 mi

Los Banos, CA

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Los Banos, CA

Unscored
$11,750145,202 mi

Comparison: 64 similar vehicles

Los Banos, CA

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Los Banos, CA

UnscoredInsufficient · 3
$13,06993,195 mi

Comparison: 3 similar vehicles

Los Banos, CA

2015 Acura ILX Technology

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

2015 Acura ILX Technology

Los Banos, CA

UnscoredInsufficient · 3
$13,069124,009 mi

Comparison: 3 similar vehicles

Los Banos, CA

2014 Lexus GS 350

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

2014 Lexus GS 350

Los Banos, CA

Unscored
$13,069187,212 mi

Comparison: 8 similar vehicles

Los Banos, CA

2015 Toyota RAV4 XLE

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

2015 Toyota RAV4 XLE

Los Banos, CA

Unscored
$13,569142,543 mi

Comparison: 48 similar vehicles

Los Banos, CA

2017 Dodge Charger SXT

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

2017 Dodge Charger SXT

Los Banos, CA

Unscored
$13,850100,422 mi

Comparison: 9 similar vehicles

Los Banos, CA

2014 Toyota RAV4 Limited

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

2014 Toyota RAV4 Limited

Los Banos, CA

Unscored
$13,850143,062 mi

Comparison: 15 similar vehicles

Los Banos, CA

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

Los Banos, CA

UnscoredInsufficient · 4
$14,95065,786 mi

Comparison: 4 similar vehicles

Los Banos, CA

2014 Honda CR-V EX-L

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

2014 Honda CR-V EX-L

Los Banos, CA

Fair PriceModerate · 38
$14,950100,524 mi

Market: $7,998 – $19,995

Comparison: 38 similar vehicles

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

Los Banos, CA

2017 Honda Accord LX

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

2017 Honda Accord LX

Los Banos, CA

Fair PriceModerate · 25
$15,450107,685 mi

Market: $8,995 – $19,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

Los Banos, CA

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Los Banos, CA

UnscoredInsufficient · 4
$15,45073,365 mi

Comparison: 4 similar vehicles

Los Banos, CA

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Los Banos, CA

Fair PriceModerate · 28
$15,58562,505 mi

Market: $8,450 – $20,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Los Banos, CA

2018 Toyota Camry SE

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

2018 Toyota Camry SE

Los Banos, CA

UnscoredInsufficient · 4
$15,650154,396 mi

Comparison: 4 similar vehicles

Los Banos, CA

2022 Toyota Camry SE

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

2022 Toyota Camry SE

Los Banos, CA

UnscoredInsufficient · 4
$16,950141,038 mi

Comparison: 4 similar vehicles

Los Banos, CA

2017 Honda Civic Si

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

2017 Honda Civic Si

Los Banos, CA

Unscored
$16,950132,822 mi

Comparison: 17 similar vehicles

Los Banos, CA

2015 Lexus NX 200t

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

2015 Lexus NX 200t

Los Banos, CA

Fair PriceModerate · 24
$16,95094,275 mi

Market: $11,995 – $23,998

Comparison: 24 similar vehicles

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

Los Banos, CA

2019 Honda Accord LX

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

2019 Honda Accord LX

Los Banos, CA

Fair PriceModerate · 43
$17,450104,134 mi

Market: $12,499 – $24,069

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Los Banos, CA

2018 Honda Accord Touring

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

2018 Honda Accord Touring

Los Banos, CA

Unscored
$17,450127,229 mi

Comparison: 5 similar vehicles

Los Banos, CA

2018 Honda Civic Si

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

2018 Honda Civic Si

Los Banos, CA

Unscored
$18,069104,152 mi

Comparison: 8 similar vehicles

Los Banos, CA

2015 Lexus IS 250

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

2015 Lexus IS 250

Los Banos, CA

Fair PriceModerate · 36
$18,069115,977 mi

Market: $12,160 – $23,998

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Los Banos, CA

2002 Ford Thunderbird Deluxe

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

2002 Ford Thunderbird Deluxe

Los Banos, CA

Unscored
$18,08567,393 mi

Comparison: 5 similar vehicles

Los Banos, CA

2020 Honda Accord Sport

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

2020 Honda Accord Sport

Los Banos, CA

Fair PriceRobust · 74
$19,069109,196 mi

Market: $15,123 – $25,175

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Los Banos, CA

2019 Honda Civic Sport

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

2019 Honda Civic Sport

Los Banos, CA

Fair PriceRobust · 79
$19,06995,841 mi

Market: $13,998 – $22,065

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Los Banos, CA

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

Los Banos, CA

Unscored
$19,069126,744 mi

Comparison: 7 similar vehicles

Los Banos, CA

2022 Honda Civic Sport

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

2022 Honda Civic Sport

Los Banos, CA

UnscoredInsufficient · 4
$19,350103,206 mi

Comparison: 4 similar vehicles

Los Banos, CA

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

Los Banos, CA

Fair PriceLimited · 10
$19,95063,687 mi

Market: $13,995 – $20,997

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Los Banos, 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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