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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

53 listings found

2006 Mercedes-Benz CLS-Class CLS500

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

2006 Mercedes-Benz CLS-Class CLS500

Troy, MI

UnscoredInsufficient · 3
$8,99984,753 mi

Comparison: 3 similar vehicles

Troy, MI

2015 Mercedes-Benz GLA-Class GLA250

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

2015 Mercedes-Benz GLA-Class GLA250

Troy, MI

UnscoredInsufficient · 4
$9,970119,197 mi

Comparison: 4 similar vehicles

Troy, MI

2016 Mercedes-Benz E-Class E250

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

2016 Mercedes-Benz E-Class E250

Troy, MI

UnscoredInsufficient · 0
$10,980133,152 mi

Troy, MI

2015 Mercedes-Benz GLA-Class GLA250

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

2015 Mercedes-Benz GLA-Class GLA250

Troy, MI

UnscoredInsufficient · 4
$11,25085,573 mi

Comparison: 4 similar vehicles

Troy, MI

2015 Mercedes-Benz GLK-Class GLK350

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

2015 Mercedes-Benz GLK-Class GLK350

Troy, MI

UnscoredLimited · 9
$12,188140,542 mi

Comparison: 9 similar vehicles

Troy, MI

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Troy, MI

UnscoredInsufficient · 4
$12,85068,100 mi

Comparison: 4 similar vehicles

Troy, MI

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

Troy, MI

UnscoredInsufficient · 4
$15,50077,892 mi

Comparison: 4 similar vehicles

Troy, MI

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

Troy, MI

UnscoredInsufficient · 3
$16,09096,844 mi

Comparison: 3 similar vehicles

Troy, MI

2004 Mercedes-Benz SL-Class SL500

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

2004 Mercedes-Benz SL-Class SL500

Troy, MI

UnscoredInsufficient · 0
$16,95047,000 mi

Troy, MI

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

Troy, MI

UnscoredLimited · 6
$23,11489,477 mi

Comparison: 6 similar vehicles

Troy, MI

2021 Mercedes-Benz Metris Passenger Van Base

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

2021 Mercedes-Benz Metris Passenger Van Base

Troy, MI

UnscoredInsufficient · 0
$23,99999,996 mi

Troy, MI

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

Troy, MI

UnscoredLimited · 7
$24,58042,254 mi

Comparison: 7 similar vehicles

Troy, MI

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

Troy, MI

UnscoredInsufficient · 3
$24,91177,786 mi

Comparison: 3 similar vehicles

Troy, MI

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

Troy, MI

UnscoredInsufficient · 4
$25,70986,903 mi

Comparison: 4 similar vehicles

Troy, MI

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

Troy, MI

UnscoredLimited · 5
$26,98071,726 mi

Comparison: 5 similar vehicles

Troy, MI

2013 Mercedes-Benz SL-Class SL550

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

2013 Mercedes-Benz SL-Class SL550

Troy, MI

UnscoredLimited · 6
$27,99563,013 mi

Comparison: 6 similar vehicles

Troy, MI

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

Troy, MI

UnscoredInsufficient · 0
$29,22822,983 mi

Troy, MI

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

Troy, MI

OverpricedLimited · 14
$29,58067,014 mi

Market: $28,590 – $28,988

Comparison: 14 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Troy, MI

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

Troy, MI

Fair PriceLimited · 19
$29,99931,722 mi

Market: $25,990 – $32,352

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

Troy, MI

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

Troy, MI

UnscoredInsufficient · 3
$30,00073,932 mi

Comparison: 3 similar vehicles

Troy, MI

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

Troy, MI

UnscoredLimited · 5
$30,98031,100 mi

Comparison: 5 similar vehicles

Troy, MI

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

Troy, MI

Fair PriceLimited · 11
$32,56027,253 mi

Market: $29,517 – $34,095

Comparison: 11 similar vehicles

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

Troy, MI

2018 Mercedes-Benz GLE-Class Coupe AMG GLE63 S

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

2018 Mercedes-Benz GLE-Class Coupe AMG GLE63 S

Troy, MI

UnscoredInsufficient · 0
$37,49989,562 mi

Troy, MI

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

Troy, MI

UnscoredInsufficient · 3
$38,99569,775 mi

Comparison: 3 similar vehicles

Troy, MI

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

Troy, MI

UnscoredInsufficient · 0
$39,95027,600 mi

Troy, MI

No Photo

2022 Mercedes-Benz E-Class E350

Troy, MI

UnscoredInsufficient · 0
$41,99926,431 mi

Troy, MI

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

Troy, MI

Fair PriceLimited · 11
$43,20325,926 mi

Market: $41,279 – $49,814

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

Troy, MI

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

Troy, MI

Fair PriceLimited · 11
$44,30222,787 mi

Market: $41,279 – $49,814

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

Troy, MI

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

Troy, MI

Fair PriceLimited · 11
$45,50323,678 mi

Market: $41,279 – $49,814

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

Troy, MI

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

Troy, MI

UnscoredInsufficient · 0
$47,11324,301 mi

Troy, MI

2021 Mercedes-Benz GLE AMG GLE63 S

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

2021 Mercedes-Benz GLE AMG GLE63 S

Troy, MI

UnscoredInsufficient · 0
$58,98058,737 mi

Troy, MI

2022 Mercedes-Benz S-Class S 580

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

2022 Mercedes-Benz S-Class S 580

Troy, MI

UnscoredInsufficient · 4
$62,00036,646 mi

Comparison: 4 similar vehicles

Troy, MI

2025 Mercedes-Benz GLE GLE450

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

2025 Mercedes-Benz GLE GLE450

Troy, MI

UnscoredLimited · 5
$62,01411,255 mi

Comparison: 5 similar vehicles

Troy, MI

2022 Mercedes-Benz S-Class S 580

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

2022 Mercedes-Benz S-Class S 580

Troy, MI

UnscoredInsufficient · 3
$63,19534,311 mi

Comparison: 3 similar vehicles

Troy, MI

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

Troy, MI

Fair PriceModerate · 32
$64,5095,867 mi

Market: $60,500 – $73,694

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Troy, MI

2021 Mercedes-Benz E-Class AMG E 63

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

2021 Mercedes-Benz E-Class AMG E 63

Troy, MI

UnscoredInsufficient · 0
$66,80055,124 mi

Troy, MI

2019 Mercedes-Benz AMG GT 4-Door Coupe 63 S

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

2019 Mercedes-Benz AMG GT 4-Door Coupe 63 S

Troy, MI

UnscoredInsufficient · 0
$72,98050,113 mi

Troy, MI

No Photo

2017 Mercedes-Benz G-Class AMG G63

Troy, MI

UnscoredInsufficient · 3
$74,99963,132 mi

Comparison: 3 similar vehicles

Troy, MI

2026 Mercedes-Benz GLS Base

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

2026 Mercedes-Benz GLS Base

Troy, MI

Fair PriceRobust · 72
$79,4907,200 mi

Market: $77,412 – $127,003

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Troy, MI

2026 Mercedes-Benz CLE AMG 53

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

2026 Mercedes-Benz CLE AMG 53

Troy, MI

Fair PriceLimited · 18
$79,6894,302 mi

Market: $78,028 – $90,280

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 153 days listed (based on current market benchmarks)

Troy, MI

2015 Mercedes-Benz S-Class S65 AMG

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

2015 Mercedes-Benz S-Class S65 AMG

Troy, MI

UnscoredInsufficient · 0
$89,88051,931 mi

Troy, MI

2020 Mercedes-Benz G-Class G550

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

2020 Mercedes-Benz G-Class G550

Troy, MI

UnscoredInsufficient · 0
$90,21490,907 mi

Troy, MI

2019 Mercedes-Benz G-Class G550

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

2019 Mercedes-Benz G-Class G550

Troy, MI

UnscoredInsufficient · 0
$95,98044,532 mi

Troy, MI

2025 Mercedes-Benz S-Class S 580

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

2025 Mercedes-Benz S-Class S 580

Troy, MI

UnscoredInsufficient · 4
$97,03914,608 mi

Comparison: 4 similar vehicles

Troy, MI

2025 Mercedes-Benz GLS AMG GLS 63

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

2025 Mercedes-Benz GLS AMG GLS 63

Troy, MI

UnscoredLimited · 9
$126,4964,445 mi

Comparison: 9 similar vehicles

Troy, MI

2021 Mercedes-Benz G-Class AMG G63

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

2021 Mercedes-Benz G-Class AMG G63

Troy, MI

UnscoredInsufficient · 0
$131,68054,548 mi

Troy, MI

2019 Mercedes-Benz G-Class AMG G63

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

2019 Mercedes-Benz G-Class AMG G63

Troy, MI

UnscoredInsufficient · 0
$131,68026,648 mi

Troy, MI

2021 Mercedes-Benz G-Class AMG G63

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

2021 Mercedes-Benz G-Class AMG G63

Troy, MI

UnscoredLimited · 6
$149,99944,134 mi

Comparison: 6 similar vehicles

Troy, MI

2023 Mercedes-Benz S-Class Maybach

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

2023 Mercedes-Benz S-Class Maybach

Troy, MI

UnscoredInsufficient · 0
$163,99924,163 mi

Troy, MI

2018 Mercedes-Benz AMG GT Coupe R

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

2018 Mercedes-Benz AMG GT Coupe R

Troy, MI

UnscoredInsufficient · 0
$169,9807,850 mi

Troy, MI

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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