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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

6M+

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

463 listings found

2010 Mercedes-Benz E-Class E550 Sport

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

2010 Mercedes-Benz E-Class E550 Sport

Pleasanton, CA

UnscoredInsufficient · 0
$8,586136,302 mi

Pleasanton, CA

2001 Mercedes-Benz S-Class S500

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

2001 Mercedes-Benz S-Class S500

Pleasanton, CA

UnscoredInsufficient · 0
$8,88580,357 mi

Pleasanton, CA

2015 Mercedes-Benz GLA-Class GLA250

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

2015 Mercedes-Benz GLA-Class GLA250

Pleasanton, CA

UnscoredLimited · 7
$10,88589,026 mi

Comparison: 7 similar vehicles

Pleasanton, CA

2018 Mercedes-Benz CLA CLA250

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

2018 Mercedes-Benz CLA CLA250

Pleasanton, CA

Fair PriceLimited · 11
$14,88567,329 mi

Market: $11,888 – $18,999

Comparison: 11 similar vehicles

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

Pleasanton, CA

2019 Mercedes-Benz A-Class A220

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

2019 Mercedes-Benz A-Class A220

Pleasanton, CA

UnscoredInsufficient · 3
$15,88590,452 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2019 Mercedes-Benz A-Class A220

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

2019 Mercedes-Benz A-Class A220

Pleasanton, CA

UnscoredInsufficient · 3
$16,88565,980 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2016 Mercedes-Benz GLA-Class GLA250

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

2016 Mercedes-Benz GLA-Class GLA250

Pleasanton, CA

OverpricedLimited · 11
$16,99865,027 mi

Market: $6,999 – $13,991

Comparison: 11 similar vehicles

Priced ~21% above the typical market range for similar vehicles (based on current market benchmarks)

Pleasanton, CA

2015 Mercedes-Benz SLK-Class SLK250

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

2015 Mercedes-Benz SLK-Class SLK250

Pleasanton, CA

UnscoredInsufficient · 0
$17,91446,925 mi

Pleasanton, CA

2018 Mercedes-Benz GLA-Class GLA250

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

2018 Mercedes-Benz GLA-Class GLA250

Pleasanton, CA

UnscoredLimited · 6
$17,99872,298 mi

Comparison: 6 similar vehicles

Pleasanton, CA

2016 Mercedes-Benz GLE-Class GLE350

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

2016 Mercedes-Benz GLE-Class GLE350

Pleasanton, CA

UnscoredInsufficient · 0
$19,99857,159 mi

Pleasanton, CA

2012 Mercedes-Benz S-Class S63 AMG

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

2012 Mercedes-Benz S-Class S63 AMG

Pleasanton, CA

UnscoredInsufficient · 0
$22,88591,980 mi

Pleasanton, 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

Pleasanton, CA

UnscoredLimited · 7
$23,99854,730 mi

Comparison: 7 similar vehicles

Pleasanton, 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

Pleasanton, CA

OverpricedLimited · 10
$24,99850,191 mi

Market: $19,943 – $21,158

Comparison: 10 similar vehicles

Priced ~18% above the typical market range for similar vehicles (based on current market benchmarks)

Pleasanton, 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

Pleasanton, CA

Fair PriceLimited · 12
$26,65732,045 mi

Market: $24,985 – $27,622

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Pleasanton, 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

Pleasanton, CA

UnscoredInsufficient · 0
$27,65321,994 mi

Pleasanton, 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

Pleasanton, CA

Fair PriceModerate · 27
$29,15327,304 mi

Market: $26,999 – $32,120

Comparison: 27 similar vehicles

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

Pleasanton, 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

Pleasanton, CA

Fair PriceModerate · 47
$29,16112,908 mi

Market: $27,758 – $88,866

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

Pleasanton, 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

Pleasanton, CA

UnscoredLimited · 7
$29,65813,944 mi

Comparison: 7 similar vehicles

Pleasanton, 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

Pleasanton, CA

UnscoredInsufficient · 0
$29,67141,361 mi

Pleasanton, CA

2019 Mercedes-Benz S-Class S560

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

2019 Mercedes-Benz S-Class S560

Pleasanton, CA

UnscoredInsufficient · 3
$29,88588,948 mi

Comparison: 3 similar vehicles

Pleasanton, 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

Pleasanton, CA

UnscoredInsufficient · 0
$29,99864,594 mi

Pleasanton, 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

Pleasanton, CA

Fair PriceLimited · 14
$30,99818,675 mi

Market: $28,115 – $45,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Pleasanton, 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

Pleasanton, CA

Fair PriceLimited · 16
$30,99817,581 mi

Market: $28,113 – $33,060

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Pleasanton, 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

Pleasanton, CA

UnscoredLimited · 6
$31,99816,108 mi

Comparison: 6 similar vehicles

Pleasanton, CA

2023 Mercedes-Benz C-Class Sedan C 300

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

2023 Mercedes-Benz C-Class Sedan C 300

Pleasanton, CA

Fair PriceModerate · 48
$32,15324,678 mi

Market: $28,966 – $36,981

Comparison: 48 similar vehicles

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

Pleasanton, CA

2023 Mercedes-Benz GLC 300

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

2023 Mercedes-Benz GLC 300

Pleasanton, CA

UnscoredInsufficient · 3
$32,99843,799 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2025 Mercedes-Benz GLA GLA250

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

2025 Mercedes-Benz GLA GLA250

Pleasanton, CA

UnscoredInsufficient · 3
$33,6535,383 mi

Comparison: 3 similar vehicles

Pleasanton, 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

Pleasanton, CA

UnscoredInsufficient · 4
$33,6532,609 mi

Comparison: 4 similar vehicles

Pleasanton, CA

2025 Mercedes-Benz GLA GLA250

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

2025 Mercedes-Benz GLA GLA250

Pleasanton, CA

OverpricedLimited · 12
$33,65517,820 mi

Market: $30,903 – $33,169

Comparison: 12 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Pleasanton, CA

2021 Mercedes-Benz GLE GLE350

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

2021 Mercedes-Benz GLE GLE350

Pleasanton, CA

UnscoredInsufficient · 3
$33,95336,255 mi

Comparison: 3 similar vehicles

Pleasanton, 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

Pleasanton, CA

Fair PriceRobust · 59
$34,07141,001 mi

Market: $29,756 – $37,721

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 107 days listed (based on current market benchmarks)

Pleasanton, 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

Pleasanton, CA

Fair PriceRobust · 88
$34,15634,953 mi

Market: $30,666 – $69,998

Comparison: 88 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Pleasanton, 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

Pleasanton, CA

Fair PriceRobust · 145
$35,15924,841 mi

Market: $31,666 – $40,316

Comparison: 145 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Pleasanton, 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

Pleasanton, CA

Fair PriceModerate · 21
$35,61925,754 mi

Market: $33,012 – $38,998

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Pleasanton, CA

2022 Mercedes-Benz GLE GLE350

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

2022 Mercedes-Benz GLE GLE350

Pleasanton, CA

Fair PriceLimited · 13
$35,95340,258 mi

Market: $28,147 – $39,879

Comparison: 13 similar vehicles

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

Pleasanton, CA

2024 Mercedes-Benz C-Class Sedan C 300

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

2024 Mercedes-Benz C-Class Sedan C 300

Pleasanton, CA

Fair PriceModerate · 45
$35,96027,471 mi

Market: $30,003 – $38,025

Comparison: 45 similar vehicles

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

Pleasanton, 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

Pleasanton, CA

Fair PriceModerate · 43
$36,15815,028 mi

Market: $35,770 – $42,780

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Pleasanton, CA

2024 Mercedes-Benz GLE GLE450E

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

2024 Mercedes-Benz GLE GLE450E

Pleasanton, CA

UnscoredLimited · 8
$36,99842,607 mi

Comparison: 8 similar vehicles

Pleasanton, CA

2021 Mercedes-Benz GLC Coupe GLC300

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

2021 Mercedes-Benz GLC Coupe GLC300

Pleasanton, CA

UnscoredInsufficient · 0
$36,99839,248 mi

Pleasanton, CA

2024 Mercedes-Benz C-Class Sedan C 300

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

2024 Mercedes-Benz C-Class Sedan C 300

Pleasanton, CA

Fair PriceModerate · 47
$37,05310,687 mi

Market: $32,495 – $88,866

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Pleasanton, CA

2024 Mercedes-Benz EQE SUV Base

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

2024 Mercedes-Benz EQE SUV Base

Pleasanton, CA

UnscoredInsufficient · 0
$37,15441,544 mi

Pleasanton, CA

2026 Mercedes-Benz GLB 250

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

2026 Mercedes-Benz GLB 250

Pleasanton, CA

Fair PriceRobust · 117
$38,0594,602 mi

Market: $38,299 – $88,866

Comparison: 117 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 40 days listed (based on current market benchmarks)

Pleasanton, CA

2023 Mercedes-Benz GLE GLE350

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

2023 Mercedes-Benz GLE GLE350

Pleasanton, CA

UnscoredLimited · 8
$38,07141,237 mi

Comparison: 8 similar vehicles

Pleasanton, CA

2017 Mercedes-Benz C-Class AMG C63

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

2017 Mercedes-Benz C-Class AMG C63

Pleasanton, CA

UnscoredInsufficient · 0
$38,61456,576 mi

Pleasanton, CA

2017 Mercedes-Benz GLS-Class AMG GLS63

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

2017 Mercedes-Benz GLS-Class AMG GLS63

Pleasanton, CA

UnscoredInsufficient · 0
$38,99848,593 mi

Pleasanton, CA

2025 Mercedes-Benz C-Class Sedan C 300

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

2025 Mercedes-Benz C-Class Sedan C 300

Pleasanton, CA

UnscoredLimited · 8
$39,0548,954 mi

Comparison: 8 similar vehicles

Pleasanton, CA

2024 Mercedes-Benz EQE Base

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

2024 Mercedes-Benz EQE Base

Pleasanton, CA

UnscoredInsufficient · 0
$39,65620,957 mi

Pleasanton, CA

2024 Mercedes-Benz EQE SUV Base

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

2024 Mercedes-Benz EQE SUV Base

Pleasanton, CA

Fair PriceRobust · 56
$40,15419,121 mi

Market: $39,158 – $57,904

Comparison: 56 similar vehicles

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

Pleasanton, CA

2025 Mercedes-Benz GLC Base

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

2025 Mercedes-Benz GLC Base

Pleasanton, CA

Fair PriceModerate · 35
$42,6719,371 mi

Market: $40,966 – $54,380

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Pleasanton, CA

2023 Mercedes-Benz GLC Coupe GLC300

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

2023 Mercedes-Benz GLC Coupe GLC300

Pleasanton, CA

UnscoredInsufficient · 0
$43,05412,367 mi

Pleasanton, 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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