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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

6.1M+

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

137 listings found

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

Tuscaloosa, AL

UnscoredInsufficient · 0
$6,999159,720 mi

Tuscaloosa, AL

1991 Mercedes-Benz 300

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

1991 Mercedes-Benz 300

Tuscaloosa, AL

UnscoredInsufficient · 0
$7,79991,046 mi

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredLimited · 11
$9,995136,217 mi

Comparison: 11 similar vehicles

Tuscaloosa, AL

2010 Mercedes-Benz E-Class E350 Sport

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

2010 Mercedes-Benz E-Class E350 Sport

Tuscaloosa, AL

UnscoredInsufficient · 0
$9,99585,000 mi

Tuscaloosa, AL

2003 Mercedes-Benz SL-Class SL500

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

2003 Mercedes-Benz SL-Class SL500

Tuscaloosa, AL

UnscoredInsufficient · 4
$9,99590,914 mi

Comparison: 4 similar vehicles

Tuscaloosa, AL

2013 Mercedes-Benz E-Class E350 Sport

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

2013 Mercedes-Benz E-Class E350 Sport

Tuscaloosa, AL

UnscoredInsufficient · 0
$9,99991,000 mi

Tuscaloosa, AL

2013 Mercedes-Benz M-Class ML350

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

2013 Mercedes-Benz M-Class ML350

Tuscaloosa, AL

Fair PriceLimited · 10
$10,749112,794 mi

Market: $4,800 – $13,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceModerate · 25
$10,995116,505 mi

Market: $5,500 – $13,696

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Tuscaloosa, AL

2011 Mercedes-Benz E-Class E550

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

2011 Mercedes-Benz E-Class E550

Tuscaloosa, AL

UnscoredInsufficient · 0
$12,990134,442 mi

Tuscaloosa, AL

2013 Mercedes-Benz GL-Class GL450

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

2013 Mercedes-Benz GL-Class GL450

Tuscaloosa, AL

Fair PriceLimited · 13
$12,995103,390 mi

Market: $7,500 – $15,000

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Tuscaloosa, AL

2008 Mercedes-Benz S-Class S550

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

2008 Mercedes-Benz S-Class S550

Tuscaloosa, AL

UnscoredInsufficient · 0
$13,995109,293 mi

Tuscaloosa, AL

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

Tuscaloosa, AL

OverpricedLimited · 13
$14,122123,427 mi

Market: $7,000 – $14,094

Comparison: 13 similar vehicles

Tuscaloosa, AL

2017 Mercedes-Benz GLE-Class GLE350

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

2017 Mercedes-Benz GLE-Class GLE350

Tuscaloosa, AL

Fair PriceRobust · 61
$15,995103,804 mi

Market: $7,500 – $20,225

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 291 days listed (based on current market benchmarks)

Tuscaloosa, AL

2006 Mercedes-Benz SLK-Class SLK280

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

2006 Mercedes-Benz SLK-Class SLK280

Tuscaloosa, AL

UnscoredInsufficient · 0
$15,99538,011 mi

Tuscaloosa, AL

2005 Mercedes-Benz SLK-Class SLK350

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

2005 Mercedes-Benz SLK-Class SLK350

Tuscaloosa, AL

UnscoredInsufficient · 0
$16,99529,830 mi

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredLimited · 5
$17,995115,690 mi

Comparison: 5 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredInsufficient · 3
$18,99577,477 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceLimited · 11
$19,99583,337 mi

Market: $14,900 – $26,500

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 221 days listed (based on current market benchmarks)

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredInsufficient · 3
$19,99590,643 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredInsufficient · 4
$19,99869,605 mi

Comparison: 4 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredInsufficient · 4
$20,544104,084 mi

Comparison: 4 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceRobust · 74
$20,99580,472 mi

Market: $11,999 – $21,695

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Tuscaloosa, AL

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Tuscaloosa, AL

OverpricedModerate · 30
$20,99561,553 mi

Market: $9,960 – $18,438

Comparison: 30 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceModerate · 31
$21,86966,372 mi

Market: $18,600 – $36,797

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredInsufficient · 4
$22,99565,316 mi

Comparison: 4 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceLimited · 16
$23,98359,356 mi

Market: $22,949 – $35,804

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredInsufficient · 0
$23,99522,855 mi

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceLimited · 17
$24,99848,855 mi

Market: $22,800 – $29,282

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Tuscaloosa, AL

2023 Mercedes-Benz Sprinter Cargo Van Base

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

2023 Mercedes-Benz Sprinter Cargo Van Base

Tuscaloosa, AL

UnscoredInsufficient · 0
$29,689122,454 mi

Tuscaloosa, AL

2021 Mercedes-Benz GLA GLA35 AMG

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

2021 Mercedes-Benz GLA GLA35 AMG

Tuscaloosa, AL

UnscoredInsufficient · 0
$29,99559,833 mi

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceRobust · 62
$30,532109,548 mi

Market: $14,999 – $35,282

Comparison: 62 similar vehicles

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

Tuscaloosa, AL

2022 Mercedes-Benz GLE GLE450

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

2022 Mercedes-Benz GLE GLE450

Tuscaloosa, AL

UnscoredInsufficient · 3
$30,794140,674 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredInsufficient · 0
$30,99542,646 mi

Tuscaloosa, AL

2022 Mercedes-Benz GLE GLE350

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

2022 Mercedes-Benz GLE GLE350

Tuscaloosa, AL

Fair PriceModerate · 25
$33,29942,043 mi

Market: $30,498 – $45,266

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Tuscaloosa, AL

2024 Mercedes-Benz C-Class Sedan C 300

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

2024 Mercedes-Benz C-Class Sedan C 300

Tuscaloosa, AL

UnscoredInsufficient · 0
$33,48450,414 mi

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceModerate · 31
$34,76215,147 mi

Market: $27,704 – $37,488

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 147 days listed (based on current market benchmarks)

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceLimited · 16
$34,9887,637 mi

Market: $34,179 – $50,999

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceLimited · 14
$35,4048,352 mi

Market: $31,204 – $45,969

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Tuscaloosa, AL

2019 Mercedes-Benz GLE-Class Coupe GLE43 AMG

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

2019 Mercedes-Benz GLE-Class Coupe GLE43 AMG

Tuscaloosa, AL

UnscoredInsufficient · 0
$35,58885,277 mi

Tuscaloosa, AL

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

Tuscaloosa, AL

Fair PriceModerate · 31
$36,43410,290 mi

Market: $27,704 – $37,488

Comparison: 31 similar vehicles

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

Tuscaloosa, AL

2022 Mercedes-Benz GLE GLE350

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

2022 Mercedes-Benz GLE GLE350

Tuscaloosa, AL

OverpricedLimited · 11
$39,20250,810 mi

Market: $31,998 – $37,922

Comparison: 11 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Tuscaloosa, AL

2021 Mercedes-Benz CLS-Class CLS450

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

2021 Mercedes-Benz CLS-Class CLS450

Tuscaloosa, AL

UnscoredInsufficient · 0
$39,56658,932 mi

Tuscaloosa, AL

2026 Mercedes-Benz CLA 250

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

2026 Mercedes-Benz CLA 250

Tuscaloosa, AL

Fair PriceModerate · 46
$41,6677,211 mi

Market: $39,990 – $50,264

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Tuscaloosa, AL

2025 Mercedes-Benz GLB Base

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

2025 Mercedes-Benz GLB Base

Tuscaloosa, AL

UnscoredInsufficient · 0
$41,6978,434 mi

Tuscaloosa, AL

2025 Mercedes-Benz GLC Base

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

2025 Mercedes-Benz GLC Base

Tuscaloosa, AL

OverpricedModerate · 28
$44,49327,018 mi

Market: $35,204 – $44,487

Comparison: 28 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredLimited · 6
$44,6271,400 mi

Comparison: 6 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

Great DealLimited · 10
$47,930Mileage not verified

Market: $49,824 – $56,110

Comparison: 10 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 26 days listed (based on current market benchmarks)

Tuscaloosa, AL

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

Tuscaloosa, AL

OverpricedModerate · 27
$48,13146,928 mi

Market: $42,073 – $47,971

Comparison: 27 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredLimited · 6
$48,4498,625 mi

Comparison: 6 similar vehicles

Tuscaloosa, AL

2024 Mercedes-Benz CLE 300

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

2024 Mercedes-Benz CLE 300

Tuscaloosa, AL

UnscoredLimited · 5
$49,10810,602 mi

Comparison: 5 similar vehicles

Tuscaloosa, AL

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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