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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

629 listings found

2001 Subaru Forester S 4AT W/PREMIUM PKG

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

2001 Subaru Forester S 4AT W/PREMIUM PKG

South San Francisco, CA

UnscoredInsufficient · 0
$3,225179,591 mi

South San Francisco, CA

2004 BMW 3 Series 325

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

2004 BMW 3 Series 325

South San Francisco, CA

UnscoredLimited · 5
$4,445151,586 mi

Comparison: 5 similar vehicles

South San Francisco, CA

2014 Subaru Outback 2.5i Limited

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

2014 Subaru Outback 2.5i Limited

South San Francisco, CA

Salvage title
$4,450183,204 mi

South San Francisco, CA

2006 Toyota Sienna XLE

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

2006 Toyota Sienna XLE

South San Francisco, CA

UnscoredInsufficient · 4
$5,887174,601 mi

Comparison: 4 similar vehicles

South San Francisco, CA

2003 Toyota MR2 Spyder Base

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

2003 Toyota MR2 Spyder Base

South San Francisco, CA

UnscoredInsufficient · 0
$6,445195,065 mi

South San Francisco, CA

2012 Mercedes-Benz GLK-Class GLK350

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

2012 Mercedes-Benz GLK-Class GLK350

South San Francisco, CA

UnscoredInsufficient · 4
$6,448150,755 mi

Comparison: 4 similar vehicles

South San Francisco, CA

2002 Honda Civic LX

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

2002 Honda Civic LX

South San Francisco, CA

UnscoredInsufficient · 4
$7,120104,120 mi

Comparison: 4 similar vehicles

South San Francisco, CA

2009 Subaru Impreza WRX

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

2009 Subaru Impreza WRX

South San Francisco, CA

UnscoredInsufficient · 0
$8,450192,419 mi

South San Francisco, 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

South San Francisco, CA

UnscoredInsufficient · 4
$10,01095,066 mi

Comparison: 4 similar vehicles

South San Francisco, CA

2017 Jaguar F-Pace Prestige

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

2017 Jaguar F-Pace Prestige

South San Francisco, CA

UnscoredInsufficient · 3
$10,500116,285 mi

Comparison: 3 similar vehicles

South San Francisco, CA

2013 Mercedes-Benz E-Class E550

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

2013 Mercedes-Benz E-Class E550

South San Francisco, CA

UnscoredInsufficient · 0
$11,500133,400 mi

South San Francisco, CA

2013 Mercedes-Benz E-Class E350 Luxury

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

2013 Mercedes-Benz E-Class E350 Luxury

South San Francisco, CA

UnscoredLimited · 5
$11,72183,860 mi

Comparison: 5 similar vehicles

South San Francisco, CA

2017 INFINITI QX30 Sport

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

2017 INFINITI QX30 Sport

South San Francisco, CA

UnscoredInsufficient · 0
$13,01073,372 mi

South San Francisco, CA

2017 Mercedes-Benz GLC GLC300

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

2017 Mercedes-Benz GLC GLC300

South San Francisco, CA

UnscoredLimited · 12
$13,121133,684 mi

Comparison: 12 similar vehicles

South San Francisco, CA

2006 Mercedes-Benz SL-Class SL500

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

2006 Mercedes-Benz SL-Class SL500

South San Francisco, CA

UnscoredInsufficient · 0
$14,88556,875 mi

South San Francisco, 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

South San Francisco, CA

Fair PriceLimited · 18
$17,81087,707 mi

Market: $15,998 – $22,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

South San Francisco, CA

2016 Mercedes-Benz GLC GLC300

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

2016 Mercedes-Benz GLC GLC300

South San Francisco, CA

UnscoredInsufficient · 0
$18,12147,393 mi

South San Francisco, CA

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

South San Francisco, CA

UnscoredInsufficient · 0
$19,91050,878 mi

South San Francisco, CA

2019 Audi Q7 Premium Plus

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

2019 Audi Q7 Premium Plus

South San Francisco, CA

Fair PriceModerate · 23
$19,92169,102 mi

Market: $13,995 – $28,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

South San Francisco, CA

2019 Mercedes-Benz GLC GLC300

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

2019 Mercedes-Benz GLC GLC300

South San Francisco, CA

UnscoredInsufficient · 4
$20,12151,644 mi

Comparison: 4 similar vehicles

South San Francisco, CA

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

South San Francisco, CA

Fair PriceLimited · 12
$20,31070,288 mi

Market: $17,995 – $27,113

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

South San Francisco, CA

2024 Volkswagen Taos SE

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

2024 Volkswagen Taos SE

South San Francisco, CA

Fair PriceLimited · 11
$21,01023,126 mi

Market: $20,963 – $23,449

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

South San Francisco, CA

2020 Mercedes-Benz GLC GLC300

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

2020 Mercedes-Benz GLC GLC300

South San Francisco, CA

UnscoredLimited · 6
$22,81035,201 mi

Comparison: 6 similar vehicles

South San Francisco, CA

2023 Mercedes-Benz GLA Base

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

2023 Mercedes-Benz GLA Base

South San Francisco, CA

UnscoredInsufficient · 0
$24,71063,602 mi

South San Francisco, CA

2022 Mercedes-Benz GLB Base

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

2022 Mercedes-Benz GLB Base

South San Francisco, CA

UnscoredInsufficient · 4
$25,31040,954 mi

Comparison: 4 similar vehicles

South San Francisco, CA

2022 Mercedes-Benz GLC GLC300

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

2022 Mercedes-Benz GLC GLC300

South San Francisco, CA

Fair PriceModerate · 25
$25,71046,515 mi

Market: $17,900 – $30,106

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

South San Francisco, CA

2022 Lincoln Corsair Grand Touring

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

2022 Lincoln Corsair Grand Touring

South San Francisco, CA

UnscoredInsufficient · 0
$26,21059,213 mi

South San Francisco, CA

2022 Mercedes-Benz GLC GLC300

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

2022 Mercedes-Benz GLC GLC300

South San Francisco, CA

Fair PriceModerate · 25
$27,12041,213 mi

Market: $17,900 – $30,106

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

South San Francisco, CA

2022 Mercedes-Benz CLA CLA250

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

2022 Mercedes-Benz CLA CLA250

South San Francisco, CA

UnscoredInsufficient · 0
$27,12126,010 mi

South San Francisco, CA

2024 Lexus ES Hybrid 300h

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

2024 Lexus ES Hybrid 300h

South San Francisco, CA

UnscoredInsufficient · 4
$28,12096,710 mi

Comparison: 4 similar vehicles

South San Francisco, CA

2022 Mercedes-Benz GLC GLC300

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

2022 Mercedes-Benz GLC GLC300

South San Francisco, CA

UnscoredLimited · 7
$28,12151,709 mi

Comparison: 7 similar vehicles

South San Francisco, CA

2020 BMW X5 40i

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

2020 BMW X5 40i

South San Francisco, CA

UnscoredInsufficient · 0
$28,51048,751 mi

South San Francisco, CA

2017 Tesla Model X 90D

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

2017 Tesla Model X 90D

South San Francisco, CA

UnscoredInsufficient · 0
$28,550100,787 mi

South San Francisco, CA

2023 Mercedes-Benz CLA 250

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

2023 Mercedes-Benz CLA 250

South San Francisco, CA

UnscoredLimited · 7
$28,71043,070 mi

Comparison: 7 similar vehicles

South San Francisco, CA

2023 Toyota RAV4 XLE

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

2023 Toyota RAV4 XLE

South San Francisco, CA

UnscoredLimited · 6
$28,81052,729 mi

Comparison: 6 similar vehicles

South San Francisco, CA

2024 Mercedes-Benz EQB Base

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

2024 Mercedes-Benz EQB Base

South San Francisco, CA

Fair PriceModerate · 29
$29,12129,416 mi

Market: $26,999 – $32,120

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

South San Francisco, CA

2023 Mercedes-Benz EQB Base

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

2023 Mercedes-Benz EQB Base

South San Francisco, CA

Fair PriceModerate · 34
$29,62123,886 mi

Market: $27,158 – $30,060

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

South San Francisco, CA

2022 Mercedes-Benz C-Class Sedan C 300

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

2022 Mercedes-Benz C-Class Sedan C 300

South San Francisco, CA

UnscoredInsufficient · 4
$29,81037,343 mi

Comparison: 4 similar vehicles

South San Francisco, CA

2021 Mercedes-Benz Metris Passenger Van Base

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

2021 Mercedes-Benz Metris Passenger Van Base

South San Francisco, CA

UnscoredInsufficient · 0
$29,91056,224 mi

South San Francisco, CA

2023 Mercedes-Benz GLB Base

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

2023 Mercedes-Benz GLB Base

South San Francisco, CA

UnscoredLimited · 7
$30,01013,820 mi

Comparison: 7 similar vehicles

South San Francisco, CA

2023 Mercedes-Benz CLA 250

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

2023 Mercedes-Benz CLA 250

South San Francisco, CA

UnscoredInsufficient · 3
$30,12136,974 mi

Comparison: 3 similar vehicles

South San Francisco, CA

2022 Mercedes-Benz E-Class E350

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

2022 Mercedes-Benz E-Class E350

South San Francisco, CA

UnscoredLimited · 8
$30,12156,330 mi

Comparison: 8 similar vehicles

South San Francisco, CA

2023 Mercedes-Benz EQE SUV Base

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

2023 Mercedes-Benz EQE SUV Base

South San Francisco, CA

UnscoredLimited · 8
$30,72057,155 mi

Comparison: 8 similar vehicles

South San Francisco, CA

2024 Mercedes-Benz GLB Base

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

2024 Mercedes-Benz GLB Base

South San Francisco, CA

UnscoredInsufficient · 3
$31,21029,298 mi

Comparison: 3 similar vehicles

South San Francisco, CA

2024 Mercedes-Benz EQB Base

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

2024 Mercedes-Benz EQB Base

South San Francisco, CA

OverpricedModerate · 29
$32,12020,398 mi

Market: $26,999 – $30,669

Comparison: 29 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

South San Francisco, CA

2023 Mercedes-Benz EQE SUV Base

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

2023 Mercedes-Benz EQE SUV Base

South San Francisco, CA

Fair PriceRobust · 94
$33,51039,013 mi

Market: $30,666 – $69,998

Comparison: 94 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

South San Francisco, CA

2001 BMW 5 Series Base

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

2001 BMW 5 Series Base

South San Francisco, CA

UnscoredInsufficient · 3
$33,550121,785 mi

Comparison: 3 similar vehicles

South San Francisco, CA

2023 Mercedes-Benz EQE SUV Base

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

2023 Mercedes-Benz EQE SUV Base

South San Francisco, CA

Fair PriceRobust · 66
$33,71042,034 mi

Market: $29,756 – $37,721

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

South San Francisco, CA

2023 Mercedes-Benz EQE SUV Base

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

2023 Mercedes-Benz EQE SUV Base

South San Francisco, CA

Fair PriceRobust · 66
$33,71144,996 mi

Market: $29,756 – $37,721

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

South San Francisco, CA

2023 Mercedes-Benz EQE SUV Base

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

2023 Mercedes-Benz EQE SUV Base

South San Francisco, CA

Fair PriceRobust · 166
$34,01024,773 mi

Market: $31,666 – $40,316

Comparison: 166 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

South San Francisco, CA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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