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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 24, 2026

6M+

Unique vehicles analyzed

as of October 24, 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

47 listings found

2009 Mercedes-Benz E-Class E320

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

2009 Mercedes-Benz E-Class E320

Conyers, GA

UnscoredInsufficient · 0
$3,950208,000 mi

Conyers, GA

2012 Mercedes-Benz E-Class E350

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

2012 Mercedes-Benz E-Class E350

Conyers, GA

UnscoredLimited · 9
$7,950192,000 mi

Comparison: 9 similar vehicles

Conyers, GA

2001 Mercedes-Benz SLK 320

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

2001 Mercedes-Benz SLK 320

Conyers, GA

UnscoredInsufficient · 0
$9,094126,177 mi

Conyers, GA

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

Conyers, GA

Fair PriceLimited · 17
$9,668108,926 mi

Market: $5,399 – $20,000

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 164 days listed (based on current market benchmarks)

Conyers, GA

2014 Mercedes-Benz E-Class E350 Luxury

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

2014 Mercedes-Benz E-Class E350 Luxury

Conyers, GA

Fair PriceLimited · 14
$9,799117,831 mi

Market: $7,995 – $14,800

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 181 days listed (based on current market benchmarks)

Conyers, GA

2016 Mercedes-Benz E-Class E350 Sport

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

2016 Mercedes-Benz E-Class E350 Sport

Conyers, GA

Fair PriceLimited · 12
$11,280106,130 mi

Market: $9,999 – $15,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 164 days listed (based on current market benchmarks)

Conyers, 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

Conyers, GA

Fair PriceLimited · 13
$11,79987,858 mi

Market: $8,698 – $17,999

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Conyers, GA

2012 Mercedes-Benz E-Class E350 Luxury

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

2012 Mercedes-Benz E-Class E350 Luxury

Conyers, GA

UnscoredLimited · 7
$11,891129,923 mi

Comparison: 7 similar vehicles

Conyers, 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

Conyers, GA

Fair PriceModerate · 39
$11,98890,858 mi

Market: $8,600 – $17,670

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Conyers, 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

Conyers, GA

UnscoredModerate · 30
$11,995131,201 mi

Comparison: 30 similar vehicles

Conyers, GA

2013 Mercedes-Benz GLK-Class GLK350

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

2013 Mercedes-Benz GLK-Class GLK350

Conyers, GA

Fair PriceLimited · 15
$12,391109,981 mi

Market: $7,999 – $12,694

Comparison: 15 similar vehicles

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

Conyers, GA

No Photo

2019 Mercedes-Benz GLA-Class GLA250

Conyers, GA

Fair PriceLimited · 10
$13,99573,783 mi

Market: $12,100 – $19,919

Comparison: 10 similar vehicles

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

Conyers, GA

2017 Mercedes-Benz C-Class C300 Sport

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

2017 Mercedes-Benz C-Class C300 Sport

Conyers, GA

UnscoredInsufficient · 0
$13,998107,762 mi

Conyers, 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

Conyers, GA

Fair PriceLimited · 17
$14,498104,001 mi

Market: $7,495 – $24,000

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 428 days listed (based on current market benchmarks)

Conyers, 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

Conyers, GA

UnscoredLimited · 8
$14,64997,925 mi

Comparison: 8 similar vehicles

Conyers, GA

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

Conyers, GA

UnscoredLimited · 9
$15,494101,372 mi

Comparison: 9 similar vehicles

Conyers, GA

2018 Mercedes-Benz GLS-Class GLS450

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

2018 Mercedes-Benz GLS-Class GLS450

Conyers, GA

UnscoredLimited · 6
$15,799110,656 mi

Comparison: 6 similar vehicles

Conyers, GA

2019 Mercedes-Benz Sprinter Cargo Van Base

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

2019 Mercedes-Benz Sprinter Cargo Van Base

Conyers, GA

UnscoredLimited · 6
$15,800278,863 mi

Comparison: 6 similar vehicles

Conyers, GA

2015 Mercedes-Benz S-Class S550

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

2015 Mercedes-Benz S-Class S550

Conyers, GA

Fair PriceLimited · 14
$16,894111,813 mi

Market: $12,000 – $40,000

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 178 days listed (based on current market benchmarks)

Conyers, GA

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

Conyers, GA

Fair PriceLimited · 14
$19,39171,782 mi

Market: $11,083 – $21,440

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Conyers, GA

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

Conyers, GA

OverpricedRobust · 104
$21,09061,032 mi

Market: $10,995 – $21,082

Comparison: 104 similar vehicles

Conyers, GA

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

Conyers, GA

UnscoredLimited · 5
$22,39083,286 mi

Comparison: 5 similar vehicles

Conyers, GA

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

Conyers, GA

Fair PriceModerate · 24
$23,72266,282 mi

Market: $19,500 – $26,713

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Conyers, GA

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

Conyers, GA

UnscoredLimited · 5
$23,99865,150 mi

Comparison: 5 similar vehicles

Conyers, GA

2021 Mercedes-Benz GLC GLC300

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

2021 Mercedes-Benz GLC GLC300

Conyers, GA

Fair PriceRobust · 54
$24,39566,242 mi

Market: $18,600 – $28,419

Comparison: 54 similar vehicles

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

Conyers, 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

Conyers, GA

UnscoredLimited · 9
$24,49543,644 mi

Comparison: 9 similar vehicles

Conyers, GA

2022 Mercedes-Benz A-Class A220

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

2022 Mercedes-Benz A-Class A220

Conyers, GA

UnscoredInsufficient · 3
$24,87661,159 mi

Comparison: 3 similar vehicles

Conyers, GA

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

Conyers, GA

Fair PriceModerate · 38
$26,59043,670 mi

Market: $24,204 – $35,082

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 134 days listed (based on current market benchmarks)

Conyers, GA

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

Conyers, GA

UnscoredInsufficient · 0
$27,26948,997 mi

Conyers, GA

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

Conyers, GA

Fair PriceLimited · 16
$27,87384,468 mi

Market: $22,878 – $40,486

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Conyers, GA

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

Conyers, GA

OverpricedLimited · 17
$28,49037,174 mi

Market: $27,164 – $28,164

Comparison: 17 similar vehicles

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

Conyers, GA

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

Conyers, GA

Fair PriceModerate · 22
$28,98956,579 mi

Market: $25,991 – $31,072

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 318 days listed (based on current market benchmarks)

Conyers, GA

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

Conyers, GA

UnscoredLimited · 8
$29,99533,812 mi

Comparison: 8 similar vehicles

Conyers, GA

2016 Mercedes-Benz E-Class E400

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

2016 Mercedes-Benz E-Class E400

Conyers, GA

UnscoredLimited · 8
$29,995Mileage not verified

Comparison: 8 similar vehicles

Conyers, GA

No Photo

2022 Mercedes-Benz C-Class Sedan C 300

Conyers, GA

UnscoredLimited · 6
$30,99547,579 mi

Comparison: 6 similar vehicles

Conyers, GA

2020 Mercedes-Benz GLC AMG GLC43

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

2020 Mercedes-Benz GLC AMG GLC43

Conyers, GA

UnscoredInsufficient · 0
$31,06079,985 mi

Conyers, 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

Conyers, GA

Fair PriceModerate · 27
$32,09059,792 mi

Market: $29,973 – $40,012

Comparison: 27 similar vehicles

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

Conyers, GA

2018 Mercedes-Benz GLC Coupe GLC300

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

2018 Mercedes-Benz GLC Coupe GLC300

Conyers, GA

UnscoredInsufficient · 0
$32,59988,674 mi

Conyers, GA

No Photo

2020 Mercedes-Benz Sprinter Cargo Van Base

Conyers, GA

UnscoredInsufficient · 3
$35,99586,063 mi

Comparison: 3 similar vehicles

Conyers, GA

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

Conyers, GA

UnscoredLimited · 5
$36,09067,190 mi

Comparison: 5 similar vehicles

Conyers, GA

2023 Mercedes-Benz CLA AMG CLA35

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

2023 Mercedes-Benz CLA AMG CLA35

Conyers, GA

UnscoredInsufficient · 0
$36,44752,239 mi

Conyers, GA

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

Conyers, GA

OverpricedLimited · 17
$41,79036,201 mi

Market: $33,393 – $39,291

Comparison: 17 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Conyers, GA

2025 Mercedes-Benz GLE GLE350

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

2025 Mercedes-Benz GLE GLE350

Conyers, GA

Fair PriceRobust · 50
$41,89836,037 mi

Market: $38,000 – $88,866

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Conyers, GA

2024 Mercedes-Benz EQS SUV Base

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

2024 Mercedes-Benz EQS SUV Base

Conyers, GA

UnscoredInsufficient · 0
$48,09155,816 mi

Conyers, GA

2018 Mercedes-Benz S-Class S560

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

2018 Mercedes-Benz S-Class S560

Conyers, GA

UnscoredInsufficient · 3
$48,995Mileage not verified

Comparison: 3 similar vehicles

Conyers, GA

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

Conyers, GA

UnscoredLimited · 5
$51,995Mileage not verified

Comparison: 5 similar vehicles

Conyers, GA

2025 Mercedes-Benz E-Class E350

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

2025 Mercedes-Benz E-Class E350

Conyers, GA

UnscoredInsufficient · 4
$78,9992,864 mi

Comparison: 4 similar vehicles

Conyers, 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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