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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

61 listings found

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

San Ramon, CA

Unscored
$4,320194,957 mi

Comparison: 7 similar vehicles

San Ramon, CA

2008 Lexus ES 350

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

2008 Lexus ES 350

San Ramon, CA

Unscored
$5,320224,821 mi

Comparison: 8 similar vehicles

San Ramon, CA

2006 Mercedes-Benz S-Class S500

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

2006 Mercedes-Benz S-Class S500

San Ramon, CA

UnscoredInsufficient · 0
$9,00065,087 mi

San Ramon, CA

1996 BMW Z3

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

1996 BMW Z3

San Ramon, CA

UnscoredInsufficient · 0
$9,995110,621 mi

San Ramon, CA

2015 BMW 3 Series 328d

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

2015 BMW 3 Series 328d

San Ramon, CA

UnscoredInsufficient · 4
$11,68865,789 mi

Comparison: 4 similar vehicles

San Ramon, CA

2015 Volkswagen Golf TDI S

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

2015 Volkswagen Golf TDI S

San Ramon, CA

UnscoredInsufficient · 0
$12,28877,611 mi

San Ramon, CA

2013 Subaru XV Crosstrek Premium

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

2013 Subaru XV Crosstrek Premium

San Ramon, CA

UnscoredInsufficient · 4
$12,88860,131 mi

Comparison: 4 similar vehicles

San Ramon, CA

2017 Volkswagen Golf GTI SE

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

2017 Volkswagen Golf GTI SE

San Ramon, CA

Unscored
$13,888104,764 mi

Comparison: 5 similar vehicles

San Ramon, CA

2015 Honda Odyssey EX-L

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

2015 Honda Odyssey EX-L

San Ramon, CA

Fair PriceLimited · 17
$13,88899,610 mi

Market: $11,495 – $17,753

Comparison: 17 similar vehicles

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

San Ramon, CA

2022 Mazda CX-30 Select

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

2022 Mazda CX-30 Select

San Ramon, CA

UnscoredInsufficient · 3
$14,888100,665 mi

Comparison: 3 similar vehicles

San Ramon, CA

2018 Volvo XC90 Inscription

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

2018 Volvo XC90 Inscription

San Ramon, CA

Fair PriceLimited · 11
$14,888109,970 mi

Market: $10,080 – $23,990

Comparison: 11 similar vehicles

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

San Ramon, CA

2015 RAM 1500 Pickup Laramie Longhorn

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

2015 RAM 1500 Pickup Laramie Longhorn

San Ramon, CA

UnscoredInsufficient · 0
$14,888154,785 mi

San Ramon, CA

2017 Chevrolet Suburban LS

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

2017 Chevrolet Suburban LS

San Ramon, CA

UnscoredInsufficient · 4
$15,000142,970 mi

Comparison: 4 similar vehicles

San Ramon, CA

2014 BMW 5 Series 535d

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

2014 BMW 5 Series 535d

San Ramon, CA

Unscored
$16,58882,831 mi

Comparison: 6 similar vehicles

San Ramon, CA

2016 Chevrolet Silverado 1500 LTZ

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

2016 Chevrolet Silverado 1500 LTZ

San Ramon, CA

UnscoredInsufficient · 4
$16,888150,520 mi

Comparison: 4 similar vehicles

San Ramon, CA

2016 Honda Odyssey SE

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

2016 Honda Odyssey SE

San Ramon, CA

Unscored
$16,88878,686 mi

Comparison: 7 similar vehicles

San Ramon, CA

2016 Land Rover Range Rover Sport HSE

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

2016 Land Rover Range Rover Sport HSE

San Ramon, CA

Unscored
$17,99567,351 mi

Comparison: 7 similar vehicles

San Ramon, CA

2019 Mercedes-Benz C-Class Sedan C300

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

2019 Mercedes-Benz C-Class Sedan C300

San Ramon, CA

UnscoredInsufficient · 3
$18,12051,186 mi

Comparison: 3 similar vehicles

San Ramon, CA

2019 BMW 5 Series 530i

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

2019 BMW 5 Series 530i

San Ramon, CA

Fair PriceLimited · 12
$19,90065,230 mi

Market: $11,998 – $23,875

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

San Ramon, CA

2017 Mercedes-Benz S-Class S550

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

2017 Mercedes-Benz S-Class S550

San Ramon, CA

Unscored
$19,995111,272 mi

Comparison: 6 similar vehicles

San Ramon, CA

2016 Mercedes-Benz E-Class E400

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

2016 Mercedes-Benz E-Class E400

San Ramon, CA

UnscoredInsufficient · 0
$19,99577,114 mi

San Ramon, CA

2019 Volvo XC60 R-Design

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

2019 Volvo XC60 R-Design

San Ramon, CA

UnscoredInsufficient · 0
$21,11976,378 mi

San Ramon, CA

2020 Cadillac XT6 Premium Luxury

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

2020 Cadillac XT6 Premium Luxury

San Ramon, CA

Fair PriceLimited · 17
$22,59560,939 mi

Market: $15,900 – $24,551

Comparison: 17 similar vehicles

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

San Ramon, CA

2022 Subaru WRX Premium

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

2022 Subaru WRX Premium

San Ramon, CA

UnscoredInsufficient · 0
$25,62040,150 mi

San Ramon, CA

2018 Ford Expedition Platinum

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

2018 Ford Expedition Platinum

San Ramon, CA

UnscoredInsufficient · 0
$26,68881,608 mi

San Ramon, CA

2023 Audi Q5 Premium

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

2023 Audi Q5 Premium

San Ramon, CA

Fair PriceLimited · 19
$28,99712,242 mi

Market: $26,422 – $32,060

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

San Ramon, CA

2023 Audi A4 Premium Plus

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

2023 Audi A4 Premium Plus

San Ramon, CA

UnscoredInsufficient · 0
$29,99515,009 mi

San Ramon, CA

2023 Mercedes-Benz EQE Base

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

2023 Mercedes-Benz EQE Base

San Ramon, CA

Fair PriceModerate · 23
$33,00023,129 mi

Market: $33,490 – $37,387

Comparison: 23 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 71 days listed (based on current market benchmarks)

San Ramon, CA

2019 Porsche Panamera Base

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

2019 Porsche Panamera Base

San Ramon, CA

UnscoredInsufficient · 0
$35,59569,832 mi

San Ramon, CA

2017 Mercedes-Benz S-Class AMG S63

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

2017 Mercedes-Benz S-Class AMG S63

San Ramon, CA

UnscoredInsufficient · 3
$42,00064,925 mi

Comparison: 3 similar vehicles

San Ramon, CA

2007 BMW M

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

2007 BMW M

San Ramon, CA

UnscoredInsufficient · 0
$43,50072,271 mi

San Ramon, CA

2017 Mercedes-Benz SL Roadster SL550

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

2017 Mercedes-Benz SL Roadster SL550

San Ramon, CA

UnscoredInsufficient · 0
$43,99542,028 mi

San Ramon, CA

2023 Mercedes-Benz EQS Base

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

2023 Mercedes-Benz EQS Base

San Ramon, CA

Unscored
$44,00019,600 mi

Comparison: 6 similar vehicles

San Ramon, CA

2024 BMW iX Base

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

2024 BMW iX Base

San Ramon, CA

Fair PriceModerate · 22
$47,00012,699 mi

Market: $46,998 – $51,147

Comparison: 22 similar vehicles

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

San Ramon, CA

2024 Toyota Sienna Limited

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

2024 Toyota Sienna Limited

San Ramon, CA

UnscoredInsufficient · 0
$49,99516,386 mi

San Ramon, CA

2017 Chevrolet Corvette 2LT

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

2017 Chevrolet Corvette 2LT

San Ramon, CA

UnscoredInsufficient · 0
$50,00036,482 mi

San Ramon, CA

2025 Porsche Macan Base

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

2025 Porsche Macan Base

San Ramon, CA

Great DealModerate · 20
$52,9959,395 mi

Market: $59,988 – $83,407

Comparison: 20 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 43 days listed (based on current market benchmarks)

San Ramon, CA

2023 BMW i7 Base

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

2023 BMW i7 Base

San Ramon, CA

UnscoredInsufficient · 0
$57,00031,142 mi

San Ramon, CA

2024 BMW X5 40i

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

2024 BMW X5 40i

San Ramon, CA

Unscored
$59,9958,417 mi

Comparison: 7 similar vehicles

San Ramon, CA

2025 BMW X7 40i

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

2025 BMW X7 40i

San Ramon, CA

UnscoredInsufficient · 0
$61,99520,445 mi

San Ramon, CA

2023 BMW 7 Series 760i

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

2023 BMW 7 Series 760i

San Ramon, CA

UnscoredInsufficient · 0
$62,99529,132 mi

San Ramon, CA

2026 BMW X5 40i

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

2026 BMW X5 40i

San Ramon, CA

Fair PriceRobust · 113
$64,0004,976 mi

Market: $61,167 – $77,977

Comparison: 113 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

San Ramon, CA

2024 Mercedes-Benz GLS Base

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

2024 Mercedes-Benz GLS Base

San Ramon, CA

UnscoredInsufficient · 3
$64,99519,170 mi

Comparison: 3 similar vehicles

San Ramon, CA

2022 Mercedes-Benz S-Class S 580

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

2022 Mercedes-Benz S-Class S 580

San Ramon, CA

UnscoredInsufficient · 3
$64,99526,489 mi

Comparison: 3 similar vehicles

San Ramon, CA

2024 GMC HUMMER EV 3X

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

2024 GMC HUMMER EV 3X

San Ramon, CA

UnscoredInsufficient · 0
$65,00021,674 mi

San Ramon, CA

2025 Audi A8 Base

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

2025 Audi A8 Base

San Ramon, CA

UnscoredInsufficient · 0
$65,9956,781 mi

San Ramon, CA

2023 Mercedes-Benz S-Class S 500

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

2023 Mercedes-Benz S-Class S 500

San Ramon, CA

Unscored
$65,99513,580 mi

Comparison: 6 similar vehicles

San Ramon, CA

2016 Chevrolet Corvette 3LZ

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

2016 Chevrolet Corvette 3LZ

San Ramon, CA

UnscoredInsufficient · 0
$67,00023,458 mi

San Ramon, CA

2023 Cadillac CT4 V-Series Blackwing

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

2023 Cadillac CT4 V-Series Blackwing

San Ramon, CA

UnscoredInsufficient · 0
$71,000118 mi

San Ramon, CA

2020 Ford F-250 Super Duty Platinum

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

2020 Ford F-250 Super Duty Platinum

San Ramon, CA

UnscoredInsufficient · 0
$74,90027,380 mi

San Ramon, 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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