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#depreciation

Depreciation

Methods and strategies for depreciating fixed assets including straight-line, MACRS, and accelerated depreciation

GPU Depreciation Schedules, Explained: How One Estimate Turns a 60% Margin Into a $1 Billion Loss

CoreWeave booked $5.13 billion in revenue and a roughly 60% adjusted EBITDA margin in 2025 — and still reported a net loss over $1 billion, driven by $2.45 billion of depreciation. This guide explains how GPU useful-life estimates (4 vs. 6 years) swing reported expenses by ~$30 million per 10,000 GPUs, why Amazon and Meta moved their server lives in opposite directions, and how any equipment-owning business should set honest depreciation assumptions under 2026 Section 179 and bonus depreciation rules.

GPU Depreciation Schedules Explained: How Neoclouds Turn One Accounting Estimate Into Billions in Profit

CoreWeave depreciates GPU servers over 6 years, Lambda over 5, and Nebius over 4 — a difference in useful-life estimates that can shift reported profit by tens of millions of dollars per 10,000-GPU fleet without any cash changing hands, and sits at the center of Michael Burry's $176 billion overstated-depreciation claim against major AI infrastructure spenders.

Self-Storage Cost Segregation and 100% Bonus Depreciation: A 2026 Owner's Guide

Cost segregation studies routinely move 16–24% of a self-storage facility's purchase price off the 39-year schedule into 5- and 15-year property. With 100% bonus depreciation permanently restored by the OBBBA for property placed in service after January 19, 2025, a $1 million acquisition can produce roughly $200,000 in first-year deductions — about $74,000 in tax savings at a 37% rate. Here's how the studies work, what they cost, and the recapture math to run before selling.

Driving School Bookkeeping: Deferred Revenue, Dual-Control Vehicles, and the 1099 Question

A $650 prepaid lesson package is a liability, not revenue, until the lessons are delivered. How driving schools handle deferred revenue, choose between Section 179 (up to $12,200 for light vehicles, $32,000 for 6,001–14,000 lb GVWR in 2026) and standard mileage on dual-control cars, classify instructors as 1099 or W-2 under the IRS three-factor test, budget for state surety bonds ($2,000–$50,000), and track the two KPIs — revenue per vehicle-hour ($70+ target) and instructor utilization (75–85%) — that predict margins.

E-Bike and Scooter Rental Fleet Bookkeeping: Depreciation, Unit Economics, and Breakeven

Rental e-bikes and scooters are fixed assets, not inventory — and useful life ranges from under two months for early shared scooters to 2–3+ years for reinforced fleet hardware. How micromobility operators should structure a chart of accounts that separates batteries, theft, and field-ops labor, calculate contribution per vehicle per day, book damage deposits as liabilities, and find breakeven on blended seasonal utilization rather than peak-week numbers.

EV Charging Station Bookkeeping: The Real Math Behind Per-kWh Margins, Demand Charges, and Payback Period

Demand charges can account for 30–70% of a commercial electricity bill and add roughly $9,000 to a single month when six DC fast chargers peak simultaneously — yet most operators blend them into one utilities account. How to book charging revenue against per-kWh COGS, track the Section 30C credit that now sunsets June 30, 2026, and model realistic payback periods for Level 2 ($4,500–$12,000/port) and DC fast chargers ($90,000–$200,000/port).

Section 280F Luxury Auto Caps Meet 100% Bonus Depreciation: A 2026 Vehicle Tax Playbook for Small Business Owners

Section 280F caps 2026 first-year passenger auto depreciation at $20,300 with bonus, while heavy SUVs over 6,000 lb GVWR can deduct the full purchase price via the $31,300 Section 179 cap plus 100% bonus depreciation restored under OBBBA. This guide covers the math, the listed-property substantiation rules, and the recapture trap that catches owners whose business use drops below 50%.