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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

130 listings found

1996 Mercedes-Benz E-Class

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

1996 Mercedes-Benz E-Class

Akron, OH

UnscoredInsufficient · 0
$4,995112,556 mi

Akron, OH

2011 Mercedes-Benz M-Class ML350

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

2011 Mercedes-Benz M-Class ML350

Akron, OH

UnscoredLimited · 13
$5,495183,505 mi

Comparison: 13 similar vehicles

Akron, OH

2011 Mercedes-Benz Sprinter Van Base

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

2011 Mercedes-Benz Sprinter Van Base

Akron, OH

UnscoredInsufficient · 3
$5,995326,732 mi

Comparison: 3 similar vehicles

Akron, OH

2011 Mercedes-Benz S-Class S550

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

2011 Mercedes-Benz S-Class S550

Akron, OH

UnscoredLimited · 5
$6,500153,132 mi

Comparison: 5 similar vehicles

Akron, OH

2010 Mercedes-Benz GLK-Class GLK350

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

2010 Mercedes-Benz GLK-Class GLK350

Akron, OH

UnscoredInsufficient · 3
$6,990139,564 mi

Comparison: 3 similar vehicles

Akron, OH

2012 Mercedes-Benz GL-Class GL450

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

2012 Mercedes-Benz GL-Class GL450

Akron, OH

UnscoredLimited · 5
$7,150141,263 mi

Comparison: 5 similar vehicles

Akron, OH

2014 Mercedes-Benz GLK-Class GLK350

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

2014 Mercedes-Benz GLK-Class GLK350

Akron, OH

UnscoredLimited · 6
$7,500115,910 mi

Comparison: 6 similar vehicles

Akron, OH

2013 Mercedes-Benz Sprinter Cargo Van Base

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

2013 Mercedes-Benz Sprinter Cargo Van Base

Akron, OH

UnscoredInsufficient · 0
$7,995223,567 mi

Akron, OH

2011 Mercedes-Benz R-Class R350

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

2011 Mercedes-Benz R-Class R350

Akron, OH

UnscoredInsufficient · 3
$7,995117,135 mi

Comparison: 3 similar vehicles

Akron, OH

2011 Mercedes-Benz Sprinter Van Base

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

2011 Mercedes-Benz Sprinter Van Base

Akron, OH

UnscoredInsufficient · 4
$7,995338,196 mi

Comparison: 4 similar vehicles

Akron, OH

2008 Mercedes-Benz E-Class E320 BLUETEC

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

2008 Mercedes-Benz E-Class E320 BLUETEC

Akron, OH

UnscoredInsufficient · 0
$7,995164,718 mi

Akron, OH

2007 Mercedes-Benz S-Class S550

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

2007 Mercedes-Benz S-Class S550

Akron, OH

Fair PriceLimited · 12
$8,00083,491 mi

Market: $4,990 – $17,995

Comparison: 12 similar vehicles

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

Akron, OH

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

Akron, OH

UnscoredLimited · 6
$8,259146,828 mi

Comparison: 6 similar vehicles

Akron, OH

2016 Mercedes-Benz CLA-Class CLA250

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

2016 Mercedes-Benz CLA-Class CLA250

Akron, OH

UnscoredLimited · 5
$9,995103,155 mi

Comparison: 5 similar vehicles

Akron, OH

2016 Mercedes-Benz Sprinter Cargo Van Base

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

2016 Mercedes-Benz Sprinter Cargo Van Base

Akron, OH

UnscoredInsufficient · 0
$10,995272,585 mi

Akron, OH

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

Akron, OH

Fair PriceLimited · 10
$11,990112,948 mi

Market: $8,995 – $17,995

Comparison: 10 similar vehicles

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

Akron, OH

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

Akron, OH

UnscoredLimited · 5
$12,89883,653 mi

Comparison: 5 similar vehicles

Akron, OH

2016 Mercedes-Benz GL-Class GL450

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

2016 Mercedes-Benz GL-Class GL450

Akron, OH

UnscoredLimited · 7
$12,995130,382 mi

Comparison: 7 similar vehicles

Akron, OH

2016 Mercedes-Benz CLS-Class CLS400

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

2016 Mercedes-Benz CLS-Class CLS400

Akron, OH

UnscoredLimited · 5
$12,995161,995 mi

Comparison: 5 similar vehicles

Akron, OH

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

Akron, OH

UnscoredLimited · 7
$12,999114,398 mi

Comparison: 7 similar vehicles

Akron, OH

2015 Mercedes-Benz CLS-Class CLS400

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

2015 Mercedes-Benz CLS-Class CLS400

Akron, OH

UnscoredInsufficient · 4
$13,995112,156 mi

Comparison: 4 similar vehicles

Akron, OH

2013 Mercedes-Benz Sprinter Cargo Van Base

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

2013 Mercedes-Benz Sprinter Cargo Van Base

Akron, OH

UnscoredInsufficient · 3
$14,995Mileage not verified

Comparison: 3 similar vehicles

Akron, OH

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

Akron, OH

Salvage title
$18,99962,500 mi

Akron, OH

2019 Mercedes-Benz S-Class S450

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

2019 Mercedes-Benz S-Class S450

Akron, OH

UnscoredInsufficient · 3
$19,995136,968 mi

Comparison: 3 similar vehicles

Akron, OH

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

Akron, OH

UnscoredLimited · 5
$20,39373,435 mi

Comparison: 5 similar vehicles

Akron, OH

2022 Mercedes-Benz Sprinter Cargo Van Base

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

2022 Mercedes-Benz Sprinter Cargo Van Base

Akron, OH

UnscoredLimited · 9
$21,495126,675 mi

Comparison: 9 similar vehicles

Akron, OH

2019 Mercedes-Benz GLC-Class AMG GLC43

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

2019 Mercedes-Benz GLC-Class AMG GLC43

Akron, OH

UnscoredInsufficient · 0
$23,93871,581 mi

Akron, OH

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

Akron, OH

Great DealRobust · 88
$25,99519,373 mi

Market: $36,973 – $42,499

Comparison: 88 similar vehicles

Competitively priced ~30% below the typical range compared to similar vehicles · 3 days listed (based on current market benchmarks)

Akron, OH

2009 Mercedes-Benz SL-Class SL550

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

2009 Mercedes-Benz SL-Class SL550

Akron, OH

UnscoredInsufficient · 0
$25,99551,196 mi

Akron, OH

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

Akron, OH

Fair PriceModerate · 33
$28,44345,926 mi

Market: $24,410 – $29,970

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 398 days listed (based on current market benchmarks)

Akron, OH

2019 Mercedes-Benz C-Class Cabriolet AMG C43

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

2019 Mercedes-Benz C-Class Cabriolet AMG C43

Akron, OH

UnscoredInsufficient · 0
$33,18562,321 mi

Akron, OH

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

Akron, OH

UnscoredLimited · 5
$33,68960,937 mi

Comparison: 5 similar vehicles

Akron, OH

2019 Mercedes-Benz CLS-Class CLS450

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

2019 Mercedes-Benz CLS-Class CLS450

Akron, OH

UnscoredInsufficient · 0
$35,90035,012 mi

Akron, OH

2020 Mercedes-Benz E-Class E450

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

2020 Mercedes-Benz E-Class E450

Akron, OH

UnscoredLimited · 5
$36,99827,058 mi

Comparison: 5 similar vehicles

Akron, OH

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

Akron, OH

UnscoredInsufficient · 0
$37,99528,902 mi

Akron, OH

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

Akron, OH

UnscoredLimited · 15
$39,09738,400 mi

Comparison: 15 similar vehicles

Akron, OH

2024 Mercedes-Benz Sprinter Passenger Van Base

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

2024 Mercedes-Benz Sprinter Passenger Van Base

Akron, OH

UnscoredInsufficient · 3
$39,99046,716 mi

Comparison: 3 similar vehicles

Akron, OH

2024 Mercedes-Benz GLE GLE350

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

2024 Mercedes-Benz GLE GLE350

Akron, OH

UnscoredInsufficient · 3
$42,97039,893 mi

Comparison: 3 similar vehicles

Akron, OH

2024 Mercedes-Benz Sprinter Cargo Van Base

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

2024 Mercedes-Benz Sprinter Cargo Van Base

Akron, OH

UnscoredInsufficient · 3
$43,75376,406 mi

Comparison: 3 similar vehicles

Akron, OH

2024 Mercedes-Benz GLE GLE350

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

2024 Mercedes-Benz GLE GLE350

Akron, OH

Fair PriceLimited · 12
$47,85716,007 mi

Market: $47,943 – $51,143

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 58 days listed (based on current market benchmarks)

Akron, OH

2016 Mercedes-Benz SL-Class SL550

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

2016 Mercedes-Benz SL-Class SL550

Akron, OH

UnscoredInsufficient · 0
$47,99511,800 mi

Akron, OH

2026 Mercedes-Benz GLE GLE350

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

2026 Mercedes-Benz GLE GLE350

Akron, OH

UnscoredInsufficient · 3
$48,94121,223 mi

Comparison: 3 similar vehicles

Akron, OH

2023 Mercedes-Benz CLA AMG CLA45

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

2023 Mercedes-Benz CLA AMG CLA45

Akron, OH

UnscoredInsufficient · 0
$48,99824,364 mi

Akron, OH

2021 Mercedes-Benz Sprinter Cargo Van Base

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

2021 Mercedes-Benz Sprinter Cargo Van Base

Akron, OH

UnscoredInsufficient · 0
$49,00021,295 mi

Akron, OH

2027 Mercedes-Benz CLA Base

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

2027 Mercedes-Benz CLA Base

Akron, OH

Fair PriceRobust · 62
$50,198Mileage not verified

Market: $46,413 – $64,013

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Akron, OH

2025 Mercedes-Benz Sprinter Cargo Van Base

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

2025 Mercedes-Benz Sprinter Cargo Van Base

Akron, OH

Great DealLimited · 18
$50,977Mileage not verified

Market: $57,274 – $62,977

Comparison: 18 similar vehicles

Competitively priced ~11% below the typical range compared to similar vehicles · 44 days listed (based on current market benchmarks)

Akron, OH

2027 Mercedes-Benz CLA Base

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

2027 Mercedes-Benz CLA Base

Akron, OH

Fair PriceRobust · 62
$51,098Mileage not verified

Market: $46,413 – $64,013

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Akron, OH

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

Akron, OH

Fair PriceRobust · 274
$52,608Mileage not verified

Market: $45,305 – $57,613

Comparison: 274 similar vehicles

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

Akron, OH

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

Akron, OH

Fair PriceRobust · 274
$52,608Mileage not verified

Market: $45,305 – $57,613

Comparison: 274 similar vehicles

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

Akron, OH

2027 Mercedes-Benz CLA Base

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

2027 Mercedes-Benz CLA Base

Akron, OH

Fair PriceRobust · 62
$52,813Mileage not verified

Market: $46,413 – $64,013

Comparison: 62 similar vehicles

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

Akron, OH

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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