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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

75 listings found

2012 Mercedes-Benz E-Class E350 Sport

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

2012 Mercedes-Benz E-Class E350 Sport

Snellville, GA

UnscoredInsufficient · 3
$3,500152,112 mi

Comparison: 3 similar vehicles

Snellville, GA

2007 Mercedes-Benz CLS-Class CLS550

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

2007 Mercedes-Benz CLS-Class CLS550

Snellville, GA

UnscoredInsufficient · 3
$5,250116,895 mi

Comparison: 3 similar vehicles

Snellville, GA

2012 Mercedes-Benz M-Class ML350

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

2012 Mercedes-Benz M-Class ML350

Snellville, GA

UnscoredLimited · 6
$7,499134,295 mi

Comparison: 6 similar vehicles

Snellville, GA

2014 Mercedes-Benz M-Class ML350

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

2014 Mercedes-Benz M-Class ML350

Snellville, GA

UnscoredLimited · 13
$8,698121,200 mi

Comparison: 13 similar vehicles

Snellville, GA

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

Snellville, GA

UnscoredInsufficient · 3
$8,698128,750 mi

Comparison: 3 similar vehicles

Snellville, GA

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

Snellville, GA

UnscoredInsufficient · 0
$8,995128,519 mi

Snellville, GA

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

Snellville, GA

UnscoredModerate · 20
$8,999125,278 mi

Comparison: 20 similar vehicles

Snellville, GA

2015 Mercedes-Benz C-Class C250 Sport

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

2015 Mercedes-Benz C-Class C250 Sport

Snellville, GA

UnscoredInsufficient · 4
$8,99991,061 mi

Comparison: 4 similar vehicles

Snellville, GA

2014 Mercedes-Benz Sprinter Cargo Van Base

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

2014 Mercedes-Benz Sprinter Cargo Van Base

Snellville, GA

UnscoredInsufficient · 0
$8,999204,487 mi

Snellville, GA

2017 Mercedes-Benz CLA CLA250

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

2017 Mercedes-Benz CLA CLA250

Snellville, GA

UnscoredInsufficient · 0
$9,499116,000 mi

Snellville, GA

2015 Mercedes-Benz E-Class E350 Sport

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

2015 Mercedes-Benz E-Class E350 Sport

Snellville, GA

UnscoredLimited · 7
$9,698120,200 mi

Comparison: 7 similar vehicles

Snellville, GA

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

Snellville, GA

Fair PriceLimited · 18
$9,999111,053 mi

Market: $7,495 – $24,000

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Snellville, GA

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

Snellville, GA

UnscoredModerate · 36
$10,499125,580 mi

Comparison: 36 similar vehicles

Snellville, GA

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

Snellville, GA

UnscoredModerate · 30
$10,698124,975 mi

Comparison: 30 similar vehicles

Snellville, GA

2014 Mercedes-Benz GL-Class GL550

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

2014 Mercedes-Benz GL-Class GL550

Snellville, GA

UnscoredInsufficient · 4
$10,698139,650 mi

Comparison: 4 similar vehicles

Snellville, GA

2007 Mercedes-Benz SL-Class SL550

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

2007 Mercedes-Benz SL-Class SL550

Snellville, GA

Fair PriceLimited · 10
$10,698113,550 mi

Market: $10,500 – $17,988

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 295 days listed (based on current market benchmarks)

Snellville, GA

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

Snellville, GA

Fair PriceRobust · 58
$10,995117,719 mi

Market: $9,199 – $20,903

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Snellville, GA

2015 Mercedes-Benz B-Class Base

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

2015 Mercedes-Benz B-Class Base

Snellville, GA

UnscoredInsufficient · 0
$10,99989,033 mi

Snellville, GA

2008 Mercedes-Benz S-Class S63 AMG

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

2008 Mercedes-Benz S-Class S63 AMG

Snellville, GA

UnscoredInsufficient · 0
$10,999125,168 mi

Snellville, GA

2013 Mercedes-Benz S-Class S350

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

2013 Mercedes-Benz S-Class S350

Snellville, GA

UnscoredInsufficient · 0
$11,69882,860 mi

Snellville, GA

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

Snellville, GA

Fair PriceModerate · 35
$11,999110,917 mi

Market: $8,600 – $17,670

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Snellville, GA

2017 Mercedes-Benz GLA-Class GLA250

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

2017 Mercedes-Benz GLA-Class GLA250

Snellville, GA

UnscoredLimited · 8
$12,59998,348 mi

Comparison: 8 similar vehicles

Snellville, GA

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

Snellville, GA

Fair PriceModerate · 36
$12,69589,415 mi

Market: $8,600 – $17,670

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Snellville, GA

2017 Mercedes-Benz E-Class E300

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

2017 Mercedes-Benz E-Class E300

Snellville, GA

Fair PriceLimited · 17
$14,499103,964 mi

Market: $9,500 – $18,900

Comparison: 17 similar vehicles

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

Snellville, GA

2015 Mercedes-Benz CLS-Class CLS550

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

2015 Mercedes-Benz CLS-Class CLS550

Snellville, GA

UnscoredInsufficient · 0
$15,499127,387 mi

Snellville, GA

2021 Mercedes-Benz C-Class Sedan C300

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

2021 Mercedes-Benz C-Class Sedan C300

Snellville, GA

UnscoredLimited · 19
$16,499121,775 mi

Comparison: 19 similar vehicles

Snellville, GA

2006 Mercedes-Benz SL-Class SL55 AMG

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

2006 Mercedes-Benz SL-Class SL55 AMG

Snellville, GA

UnscoredInsufficient · 0
$16,99079,855 mi

Snellville, GA

2016 Mercedes-Benz S-Class S550

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

2016 Mercedes-Benz S-Class S550

Snellville, GA

Great DealLimited · 13
$17,44997,054 mi

Market: $18,999 – $37,903

Comparison: 13 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 177 days listed (based on current market benchmarks)

Snellville, GA

2021 Mercedes-Benz GLA GLA250

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

2021 Mercedes-Benz GLA GLA250

Snellville, GA

Fair PriceModerate · 32
$17,499105,897 mi

Market: $14,995 – $25,439

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Snellville, GA

2019 Mercedes-Benz C-Class Sedan AMG C43

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

2019 Mercedes-Benz C-Class Sedan AMG C43

Snellville, GA

UnscoredInsufficient · 0
$17,995120,385 mi

Snellville, GA

2016 Mercedes-Benz GL-Class GL550

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

2016 Mercedes-Benz GL-Class GL550

Snellville, GA

UnscoredInsufficient · 3
$18,99564,015 mi

Comparison: 3 similar vehicles

Snellville, GA

2016 Mercedes-Benz S-Class S550

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

2016 Mercedes-Benz S-Class S550

Snellville, GA

Fair PriceLimited · 14
$18,999103,116 mi

Market: $17,449 – $37,903

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Snellville, GA

2016 Mercedes-Benz S-Class S550

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

2016 Mercedes-Benz S-Class S550

Snellville, GA

Fair PriceLimited · 14
$18,999116,376 mi

Market: $17,449 – $37,903

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Snellville, GA

2007 Mercedes-Benz E-Class E63 AMG

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

2007 Mercedes-Benz E-Class E63 AMG

Snellville, GA

UnscoredInsufficient · 0
$18,999121,908 mi

Snellville, GA

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

Snellville, GA

UnscoredLimited · 5
$19,73963,588 mi

Comparison: 5 similar vehicles

Snellville, GA

2018 Mercedes-Benz E-Class E400

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

2018 Mercedes-Benz E-Class E400

Snellville, GA

Fair PriceLimited · 10
$19,94975,091 mi

Market: $11,500 – $29,138

Comparison: 10 similar vehicles

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

Snellville, GA

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

Snellville, GA

Fair PriceModerate · 21
$19,99970,557 mi

Market: $9,800 – $22,998

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Snellville, GA

2018 Mercedes-Benz GLS-Class GLS550

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

2018 Mercedes-Benz GLS-Class GLS550

Snellville, GA

UnscoredInsufficient · 4
$19,999105,730 mi

Comparison: 4 similar vehicles

Snellville, GA

2018 Mercedes-Benz S-Class S450

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

2018 Mercedes-Benz S-Class S450

Snellville, GA

UnscoredInsufficient · 4
$20,429111,920 mi

Comparison: 4 similar vehicles

Snellville, GA

2020 Mercedes-Benz CLA AMG CLA35

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

2020 Mercedes-Benz CLA AMG CLA35

Snellville, GA

UnscoredInsufficient · 0
$20,999108,839 mi

Snellville, GA

2021 Mercedes-Benz GLA GLA250

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

2021 Mercedes-Benz GLA GLA250

Snellville, GA

UnscoredLimited · 8
$21,99945,591 mi

Comparison: 8 similar vehicles

Snellville, GA

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

Snellville, GA

UnscoredLimited · 7
$21,99940,293 mi

Comparison: 7 similar vehicles

Snellville, GA

2019 Mercedes-Benz E-Class E450

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

2019 Mercedes-Benz E-Class E450

Snellville, GA

Great DealLimited · 10
$21,99982,080 mi

Market: $27,623 – $34,999

Comparison: 10 similar vehicles

Competitively priced ~20% below the typical range compared to similar vehicles · 36 days listed (based on current market benchmarks)

Snellville, GA

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

Snellville, GA

UnscoredRobust · 54
$22,649114,738 mi

Comparison: 54 similar vehicles

Snellville, GA

2020 Mercedes-Benz C-Class Sedan C300

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

2020 Mercedes-Benz C-Class Sedan C300

Snellville, GA

UnscoredInsufficient · 3
$23,94923,931 mi

Comparison: 3 similar vehicles

Snellville, GA

2012 Mercedes-Benz C-Class C63 AMG

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

2012 Mercedes-Benz C-Class C63 AMG

Snellville, GA

UnscoredInsufficient · 0
$24,999114,436 mi

Snellville, GA

2016 Mercedes-Benz S-Class S550

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

2016 Mercedes-Benz S-Class S550

Snellville, GA

Fair PriceLimited · 13
$25,53967,518 mi

Market: $17,449 – $37,903

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Snellville, GA

2021 Mercedes-Benz C-Class Sedan C300

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

2021 Mercedes-Benz C-Class Sedan C300

Snellville, GA

UnscoredInsufficient · 3
$25,99033,375 mi

Comparison: 3 similar vehicles

Snellville, GA

2018 Mercedes-Benz GLS-Class GLS550

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

2018 Mercedes-Benz GLS-Class GLS550

Snellville, GA

UnscoredInsufficient · 4
$25,99562,105 mi

Comparison: 4 similar vehicles

Snellville, GA

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

Snellville, GA

UnscoredLimited · 18
$25,99979,944 mi

Comparison: 18 similar vehicles

Snellville, GA

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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