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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

56 listings found

2012 Mercedes-Benz GL-Class GL350

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

2012 Mercedes-Benz GL-Class GL350

Aurora, CO

UnscoredInsufficient · 0
$5,999137,037 mi

Aurora, CO

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Aurora, CO

UnscoredInsufficient · 0
$7,000119,755 mi

Aurora, CO

2010 Mercedes-Benz E-Class E350 Luxury

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

2010 Mercedes-Benz E-Class E350 Luxury

Aurora, CO

UnscoredInsufficient · 0
$7,995138,237 mi

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 0
$9,995116,895 mi

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 3
$9,999145,017 mi

Comparison: 3 similar vehicles

Aurora, CO

2010 Mercedes-Benz M-Class ML350

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

2010 Mercedes-Benz M-Class ML350

Aurora, CO

UnscoredInsufficient · 0
$10,000141,952 mi

Aurora, CO

1999 Mercedes-Benz SL-Class Base

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

1999 Mercedes-Benz SL-Class Base

Aurora, CO

Salvage title
$11,59897,970 mi

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 0
$12,299135,792 mi

Aurora, CO

2013 Mercedes-Benz C-Class C300 Luxury

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

2013 Mercedes-Benz C-Class C300 Luxury

Aurora, CO

UnscoredInsufficient · 0
$13,49964,694 mi

Aurora, CO

2015 Mercedes-Benz M-Class ML400

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

2015 Mercedes-Benz M-Class ML400

Aurora, CO

UnscoredInsufficient · 0
$13,99786,040 mi

Aurora, CO

2018 Mercedes-Benz GLE-Class GLE350

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

2018 Mercedes-Benz GLE-Class GLE350

Aurora, CO

UnscoredInsufficient · 4
$14,990122,946 mi

Comparison: 4 similar vehicles

Aurora, CO

2015 Mercedes-Benz M-Class ML400

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

2015 Mercedes-Benz M-Class ML400

Aurora, CO

UnscoredInsufficient · 0
$15,51082,405 mi

Aurora, CO

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

Aurora, CO

UnscoredLimited · 5
$16,495115,603 mi

Comparison: 5 similar vehicles

Aurora, CO

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

Aurora, CO

UnscoredLimited · 7
$16,90085,209 mi

Comparison: 7 similar vehicles

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 0
$17,54046,691 mi

Aurora, CO

2013 Mercedes-Benz M-Class ML63 AMG

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

2013 Mercedes-Benz M-Class ML63 AMG

Aurora, CO

UnscoredInsufficient · 0
$18,295107,336 mi

Aurora, CO

2018 Mercedes-Benz GLE-Class GLE350

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

2018 Mercedes-Benz GLE-Class GLE350

Aurora, CO

UnscoredInsufficient · 4
$18,68793,739 mi

Comparison: 4 similar vehicles

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 3
$18,995141,665 mi

Comparison: 3 similar vehicles

Aurora, CO

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

Aurora, CO

UnscoredLimited · 8
$20,99081,840 mi

Comparison: 8 similar vehicles

Aurora, CO

2016 Mercedes-Benz E-Class E350

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

2016 Mercedes-Benz E-Class E350

Aurora, CO

UnscoredInsufficient · 0
$20,99090,640 mi

Aurora, CO

2017 Mercedes-Benz GLC Coupe GLC300

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

2017 Mercedes-Benz GLC Coupe GLC300

Aurora, CO

UnscoredInsufficient · 0
$20,99774,117 mi

Aurora, CO

2021 Mercedes-Benz GLB Base

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

2021 Mercedes-Benz GLB Base

Aurora, CO

Fair PriceLimited · 15
$21,99063,560 mi

Market: $16,967 – $22,395

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 186 days listed (based on current market benchmarks)

Aurora, CO

2017 Mercedes-Benz CLA AMG CLA45

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

2017 Mercedes-Benz CLA AMG CLA45

Aurora, CO

UnscoredInsufficient · 0
$21,99597,521 mi

Aurora, CO

2018 Mercedes-Benz GLE-Class AMG GLE43

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

2018 Mercedes-Benz GLE-Class AMG GLE43

Aurora, CO

UnscoredInsufficient · 0
$21,99799,550 mi

Aurora, CO

2018 Mercedes-Benz E-Class E300

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

2018 Mercedes-Benz E-Class E300

Aurora, CO

UnscoredInsufficient · 0
$22,19267,657 mi

Aurora, CO

2020 Mercedes-Benz GLS GLS450

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

2020 Mercedes-Benz GLS GLS450

Aurora, CO

UnscoredLimited · 7
$22,500110,335 mi

Comparison: 7 similar vehicles

Aurora, CO

2020 Mercedes-Benz GLB Base

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

2020 Mercedes-Benz GLB Base

Aurora, CO

UnscoredInsufficient · 0
$22,63247,824 mi

Aurora, CO

2016 Mercedes-Benz CLS-Class CLS550

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

2016 Mercedes-Benz CLS-Class CLS550

Aurora, CO

UnscoredInsufficient · 0
$23,49094,901 mi

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 4
$23,99571,572 mi

Comparison: 4 similar vehicles

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 3
$24,51063,568 mi

Comparison: 3 similar vehicles

Aurora, CO

2014 Mercedes-Benz S-Class S550

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

2014 Mercedes-Benz S-Class S550

Aurora, CO

UnscoredInsufficient · 0
$24,99069,501 mi

Aurora, CO

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

Aurora, CO

UnscoredLimited · 8
$25,70072,816 mi

Comparison: 8 similar vehicles

Aurora, CO

2018 Mercedes-Benz C-Class Cabriolet AMG C43

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

2018 Mercedes-Benz C-Class Cabriolet AMG C43

Aurora, CO

UnscoredInsufficient · 0
$27,99576,270 mi

Aurora, CO

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

Aurora, CO

UnscoredLimited · 8
$27,99797,300 mi

Comparison: 8 similar vehicles

Aurora, CO

2020 Mercedes-Benz GLS GLS450

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

2020 Mercedes-Benz GLS GLS450

Aurora, CO

UnscoredLimited · 7
$29,99077,965 mi

Comparison: 7 similar vehicles

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 0
$30,00040,150 mi

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 3
$31,99786,835 mi

Comparison: 3 similar vehicles

Aurora, CO

2020 Mercedes-Benz CLS-Class CLS450

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

2020 Mercedes-Benz CLS-Class CLS450

Aurora, CO

UnscoredInsufficient · 0
$32,42159,910 mi

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 3
$34,99579,358 mi

Comparison: 3 similar vehicles

Aurora, CO

2021 Mercedes-Benz GLB AMG GLB35

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

2021 Mercedes-Benz GLB AMG GLB35

Aurora, CO

UnscoredInsufficient · 0
$35,99927,292 mi

Aurora, CO

2024 Mercedes-Benz GLC 300

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

2024 Mercedes-Benz GLC 300

Aurora, CO

UnscoredInsufficient · 3
$38,30030,276 mi

Comparison: 3 similar vehicles

Aurora, CO

2020 Mercedes-Benz Sprinter Passenger Van Base

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

2020 Mercedes-Benz Sprinter Passenger Van Base

Aurora, CO

UnscoredInsufficient · 0
$39,99968,422 mi

Aurora, CO

2020 Mercedes-Benz Sprinter Passenger Van Base

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

2020 Mercedes-Benz Sprinter Passenger Van Base

Aurora, CO

UnscoredInsufficient · 0
$39,999135,689 mi

Aurora, CO

2019 Mercedes-Benz GLC Coupe AMG GLC63

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

2019 Mercedes-Benz GLC Coupe AMG GLC63

Aurora, CO

UnscoredInsufficient · 0
$40,49466,087 mi

Aurora, CO

2022 Mercedes-Benz GLC AMG GLC43

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

2022 Mercedes-Benz GLC AMG GLC43

Aurora, CO

UnscoredInsufficient · 4
$40,52222,378 mi

Comparison: 4 similar vehicles

Aurora, CO

2019 Mercedes-Benz GLE-Class Coupe AMG GLE63 S

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

2019 Mercedes-Benz GLE-Class Coupe AMG GLE63 S

Aurora, CO

UnscoredInsufficient · 0
$42,49475,095 mi

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 3
$44,99028,167 mi

Comparison: 3 similar vehicles

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 0
$49,99025,874 mi

Aurora, CO

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

Aurora, CO

UnscoredInsufficient · 0
$49,99028,840 mi

Aurora, CO

2023 Mercedes-Benz GLS GLS450

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

2023 Mercedes-Benz GLS GLS450

Aurora, CO

UnscoredInsufficient · 0
$50,84435,052 mi

Aurora, CO

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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