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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

96 listings found

2008 Mercedes-Benz S-Class S550

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

2008 Mercedes-Benz S-Class S550

Fontana, CA

UnscoredModerate · 20
$4,935145,965 mi

Comparison: 20 similar vehicles

Fontana, CA

2015 Mercedes-Benz C-Class C300

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

2015 Mercedes-Benz C-Class C300

Fontana, CA

UnscoredLimited · 16
$7,148144,376 mi

Comparison: 16 similar vehicles

Fontana, CA

2016 Mercedes-Benz C-Class C300

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

2016 Mercedes-Benz C-Class C300

Fontana, CA

UnscoredLimited · 11
$8,385147,438 mi

Comparison: 11 similar vehicles

Fontana, CA

2018 Mercedes-Benz C-Class Sedan C300

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

2018 Mercedes-Benz C-Class Sedan C300

Fontana, CA

UnscoredModerate · 23
$11,734125,536 mi

Comparison: 23 similar vehicles

Fontana, CA

2018 Mercedes-Benz GLC GLC300

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

2018 Mercedes-Benz GLC GLC300

Fontana, CA

UnscoredLimited · 13
$12,035164,609 mi

Comparison: 13 similar vehicles

Fontana, 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

Fontana, CA

UnscoredInsufficient · 3
$13,64857,489 mi

Comparison: 3 similar vehicles

Fontana, 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

Fontana, CA

Fair PriceLimited · 16
$13,88196,818 mi

Market: $10,915 – $18,998

Comparison: 16 similar vehicles

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

Fontana, CA

2019 Mercedes-Benz E-Class E300

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

2019 Mercedes-Benz E-Class E300

Fontana, CA

Great DealModerate · 20
$14,148114,395 mi

Market: $14,827 – $21,995

Comparison: 20 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 50 days listed (based on current market benchmarks)

Fontana, CA

2018 Mercedes-Benz C-Class Coupe C300

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

2018 Mercedes-Benz C-Class Coupe C300

Fontana, CA

UnscoredLimited · 8
$14,802102,645 mi

Comparison: 8 similar vehicles

Fontana, CA

2014 Mercedes-Benz CLA-Class CLA250

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

2014 Mercedes-Benz CLA-Class CLA250

Fontana, CA

UnscoredInsufficient · 0
$15,73341,943 mi

Fontana, 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

Fontana, CA

Fair PriceModerate · 20
$15,99578,030 mi

Market: $15,385 – $19,998

Comparison: 20 similar vehicles

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

Fontana, CA

No Photo

2017 Mercedes-Benz E-Class E300

Fontana, CA

UnscoredLimited · 8
$16,035135,661 mi

Comparison: 8 similar vehicles

Fontana, CA

2019 Mercedes-Benz GLA-Class GLA250

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

2019 Mercedes-Benz GLA-Class GLA250

Fontana, CA

UnscoredLimited · 5
$16,81455,884 mi

Comparison: 5 similar vehicles

Fontana, 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

Fontana, CA

Fair PriceLimited · 14
$18,98461,347 mi

Market: $15,995 – $22,726

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 124 days listed (based on current market benchmarks)

Fontana, CA

2019 Mercedes-Benz GLS-Class GLS450

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

2019 Mercedes-Benz GLS-Class GLS450

Fontana, CA

UnscoredLimited · 7
$19,21586,583 mi

Comparison: 7 similar vehicles

Fontana, CA

2021 Mercedes-Benz A-Class A220

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

2021 Mercedes-Benz A-Class A220

Fontana, CA

UnscoredInsufficient · 4
$19,48448,799 mi

Comparison: 4 similar vehicles

Fontana, CA

2019 Mercedes-Benz CLA CLA250

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

2019 Mercedes-Benz CLA CLA250

Fontana, CA

UnscoredInsufficient · 0
$19,57225,388 mi

Fontana, CA

2021 Mercedes-Benz A-Class A220

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

2021 Mercedes-Benz A-Class A220

Fontana, CA

UnscoredLimited · 6
$20,00042,244 mi

Comparison: 6 similar vehicles

Fontana, CA

2021 Mercedes-Benz E-Class E350

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

2021 Mercedes-Benz E-Class E350

Fontana, CA

UnscoredInsufficient · 4
$21,14887,454 mi

Comparison: 4 similar vehicles

Fontana, CA

2015 Mercedes-Benz Sprinter Crew Van Base

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

2015 Mercedes-Benz Sprinter Crew Van Base

Fontana, CA

UnscoredInsufficient · 0
$21,995103,275 mi

Fontana, CA

2018 Mercedes-Benz Sprinter Cargo Van Base

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

2018 Mercedes-Benz Sprinter Cargo Van Base

Fontana, CA

UnscoredInsufficient · 0
$22,49553,700 mi

Fontana, CA

2020 Mercedes-Benz GLE GLE350

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

2020 Mercedes-Benz GLE GLE350

Fontana, CA

Fair PriceModerate · 29
$22,59091,004 mi

Market: $18,694 – $27,995

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Fontana, 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

Fontana, CA

UnscoredLimited · 6
$22,98447,072 mi

Comparison: 6 similar vehicles

Fontana, CA

2025 Mercedes-Benz CLA 250

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

2025 Mercedes-Benz CLA 250

Fontana, CA

UnscoredInsufficient · 3
$23,00063,025 mi

Comparison: 3 similar vehicles

Fontana, CA

2020 Mercedes-Benz C-Class Sedan AMG C43

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

2020 Mercedes-Benz C-Class Sedan AMG C43

Fontana, CA

UnscoredInsufficient · 3
$23,138103,454 mi

Comparison: 3 similar vehicles

Fontana, CA

2020 Mercedes-Benz CLA CLA250

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

2020 Mercedes-Benz CLA CLA250

Fontana, CA

UnscoredInsufficient · 0
$23,58436,608 mi

Fontana, 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

Fontana, CA

UnscoredLimited · 5
$23,62238,962 mi

Comparison: 5 similar vehicles

Fontana, CA

2020 Mercedes-Benz GLE GLE350

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

2020 Mercedes-Benz GLE GLE350

Fontana, CA

Fair PriceModerate · 27
$23,78461,080 mi

Market: $18,694 – $27,995

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Fontana, 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

Fontana, CA

Great DealLimited · 11
$23,98429,900 mi

Market: $25,566 – $33,171

Comparison: 11 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 109 days listed (based on current market benchmarks)

Fontana, CA

2025 Mercedes-Benz CLA 250

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

2025 Mercedes-Benz CLA 250

Fontana, CA

UnscoredInsufficient · 3
$24,40050,160 mi

Comparison: 3 similar vehicles

Fontana, CA

2016 Mercedes-Benz GLE-Class Coupe GLE450 AMG

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

2016 Mercedes-Benz GLE-Class Coupe GLE450 AMG

Fontana, CA

UnscoredInsufficient · 3
$24,99970,750 mi

Comparison: 3 similar vehicles

Fontana, CA

2025 Mercedes-Benz CLA 250

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

2025 Mercedes-Benz CLA 250

Fontana, CA

UnscoredInsufficient · 3
$25,10050,816 mi

Comparison: 3 similar vehicles

Fontana, CA

2025 Mercedes-Benz CLA 250

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

2025 Mercedes-Benz CLA 250

Fontana, CA

UnscoredInsufficient · 3
$25,20050,684 mi

Comparison: 3 similar vehicles

Fontana, 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

Fontana, CA

Fair PriceModerate · 31
$25,98417,828 mi

Market: $21,874 – $32,022

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Fontana, 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

Fontana, CA

Fair PriceLimited · 13
$25,98545,044 mi

Market: $23,584 – $33,162

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 133 days listed (based on current market benchmarks)

Fontana, 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

Fontana, CA

UnscoredLimited · 8
$26,63734,303 mi

Comparison: 8 similar vehicles

Fontana, CA

2015 Mercedes-Benz Sprinter Cargo Van Base

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

2015 Mercedes-Benz Sprinter Cargo Van Base

Fontana, CA

Fair PriceLimited · 19
$26,99571,664 mi

Market: $10,900 – $65,245

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 322 days listed (based on current market benchmarks)

Fontana, 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

Fontana, CA

Fair PriceLimited · 16
$26,99929,807 mi

Market: $25,985 – $31,770

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Fontana, 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

Fontana, CA

UnscoredInsufficient · 0
$28,11641,480 mi

Fontana, CA

2019 Mercedes-Benz Metris Passenger Van Base

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

2019 Mercedes-Benz Metris Passenger Van Base

Fontana, CA

UnscoredInsufficient · 0
$28,88430,396 mi

Fontana, 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

Fontana, CA

UnscoredLimited · 5
$29,58519,183 mi

Comparison: 5 similar vehicles

Fontana, 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

Fontana, CA

Fair PriceLimited · 19
$29,88440,216 mi

Market: $25,684 – $36,165

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Fontana, CA

2019 Mercedes-Benz E-Class AMG E53

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

2019 Mercedes-Benz E-Class AMG E53

Fontana, CA

UnscoredLimited · 6
$29,88470,600 mi

Comparison: 6 similar vehicles

Fontana, 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

Fontana, CA

UnscoredInsufficient · 4
$30,48417,759 mi

Comparison: 4 similar vehicles

Fontana, 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

Fontana, CA

Fair PriceLimited · 17
$30,58028,326 mi

Market: $26,999 – $33,169

Comparison: 17 similar vehicles

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

Fontana, 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

Fontana, CA

UnscoredInsufficient · 3
$30,68416,049 mi

Comparison: 3 similar vehicles

Fontana, 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

Fontana, CA

Fair PriceLimited · 10
$30,98447,574 mi

Market: $29,973 – $35,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Fontana, CA

2020 Mercedes-Benz Sprinter Cargo Van Base

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

2020 Mercedes-Benz Sprinter Cargo Van Base

Fontana, CA

Fair PriceLimited · 18
$31,35571,257 mi

Market: $16,950 – $34,393

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 158 days listed (based on current market benchmarks)

Fontana, 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

Fontana, CA

UnscoredInsufficient · 4
$32,48436,159 mi

Comparison: 4 similar vehicles

Fontana, CA

2014 Mercedes-Benz CLS-Class CLS63 AMG

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

2014 Mercedes-Benz CLS-Class CLS63 AMG

Fontana, CA

UnscoredInsufficient · 3
$32,86088,083 mi

Comparison: 3 similar vehicles

Fontana, 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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