#ai
Leverage AI and machine learning to enhance your financial data analysis
Amazon's FY2025: $716.9B net sales (+12.4%) and a record $77.7B net income (+31.1%) — but operating income grew only 16.6%, with a $15.2B non-operating equity gain accounting for $7.0B after tax. AWS grew 19.7% to $128.7B and produced 57% of company operating income on 18% of revenue, while PP&E jumped $104.4B in a single year. Modeled line by line in a public Beancount ledger.
Broadcom's FY2025: $63.9B revenue (+23.9%) and GAAP net income of $23.1B, up 292% from $5.9B — but decomposing the $17.2B swing shows revenue growth explains only 72% of it, with roughly $4.8B coming from a tax provision flipping to a $397M benefit plus one-time restructuring and discontinued-operations reversals. The durable signals are Infrastructure Software's operating margin rebounding to 76.8%, above its pre-VMware baseline, and AI semiconductor revenue guided to roughly double to $8.2B. Rebuilt line by line in a public Beancount ledger, FY2021–FY2025.
Embedded AI now auto-categorizes transactions and flags anomalies in real time inside tools like QuickBooks and Xero, but industry estimates put manual bookkeeping error rates at 1-3% versus below 0.5% for well-monitored AI systems — the tradeoff is that AI errors compound systematically until a human catches the pattern, which is why explainable AI and real-time controller oversight are becoming standard practice.
The FTC's 2026 "double disclosure" rule requires sponsored posts to separately disclose AI involvement in addition to paid-partnership status, with penalties up to $53,088 per non-compliant post.
LLM inference is a variable cost of delivering your product, not software overhead — ICONIQ's 2026 data puts AI product gross margins at a 52% industry average, well below the 70-80% typical of traditional SaaS.
MiniMax's first annual report as a listed company shows FY2025 revenue of $79.0M (+158.9% YoY) and gross margin up to 25.4%, alongside an IFRS net loss of $1.87B — but $1.59B of that loss is a non-cash fair-value remeasurement of convertible redeemable preferred shares that converted to equity at the January 9, 2026 Hong Kong listing. Adjusted net loss grew only 2.7%, from $244.2M to $250.9M. A public Beancount ledger of FY2022–FY2025 shows exactly where the paper loss sits and why it disappears in FY2026.
NVIDIA's Q1 FY2027 revenue hit $81.6B (+85% YoY) and net income $58.3B (+211%), but $15.9B of that profit came from marking up its equity portfolio, not selling chips — core net income is closer to $42.4B. The quarter also retired the five-segment breakout for two platforms, Data Center (92% of revenue) and Edge Computing. Full income statement and balance sheet, FY2024–Q1 FY2027, in a public Beancount ledger.
Authors receiving publisher AI-licensing checks — including payouts from Anthropic's roughly $1.5 billion author settlement — should verify their contract grants those rights, confirm they're getting the Authors Guild-recommended 75-85% split, and report the income on Schedule C as self-employment income, not Schedule E.
Intuit's 2026 AI Impact Report finds 77% of small businesses now use AI regularly, but bookkeeping trails marketing and customer service in adoption because owners cite privacy, accuracy, and trust as the top barriers.
Xero's JAX AI agent enters Microsoft 365 Copilot in public preview August 2026, bringing live accounting data into Excel tables and Copilot Chat while keeping data session-only and excluded from AI model training.
Microsoft FY2026 Q3 revenue rose 18.3% to $82.9B as Azure re-accelerated to 40% growth, tracking capex near $190B.
SpaceX's IPO filing shows FY2025 revenue of $18.7B (+33%) and a $4.9B net loss — Starlink earned a $4.4B operating profit at a 38.8% margin while the AI segment (X and xAI) lost $6.4B on $3.2B of revenue and consumed $12.7B of capex. A bull-vs-bear analysis backed by an open double-entry Beancount ledger covering FY2023 through Q1 2026.
