Practical writing on AI, automation and the day-to-day work of running a business. From the team that builds and runs AI systems.

Gaap
Nearly every big company reports an adjusted profit number alongside GAAP. Here is how to judge which adjustments clarify and which ones mislead.

Executive compensation
How to read a DEF 14A proxy statement: pay structure, performance metrics, clawbacks, severance terms, and the red flags that signal weak alignment.

Insider trading
A practical guide to SEC Form 4 filings, covering which insider trades carry real information, how to read 10b5-1 plans, and how to spot cluster buying.

Alternative data
Satellite images, web traffic, job postings, and card data show what a company is doing now, months before it reaches a 10-K. Here is where to look.

Customer concentration
How to find customer concentration in SEC filings, judge when a dominant customer becomes dangerous, and model what happens if that customer walks.

Revenue analysis
How to pull a company's top line apart using public filings: recurring versus one-time revenue, organic versus acquired growth, and the metrics that reveal durability.
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Competitive moat
How to test competitive moat claims using SEC filings alone: gross margin stability, ROIC persistence, customer concentration, and the tells in Item 1 and 1A.

AI in finance
Where AI genuinely speeds up company analysis, where it still gets numbers wrong, and working rules for using it on SEC filings without trusting it blindly.

Management quality
A practical process for judging management from public filings alone: capital allocation record, insider ownership, board quality, and how they explain bad quarters.

Cash flow
A practical guide to reading cash flow statements: operating cash flow, free cash flow, capex quality, and the red flags that earnings numbers hide.

Accounting
A practical guide to spotting accounting red flags in financial statements, from revenue recognition games to cash flow divergence and the Beneish M-Score.

Financial ratios
Seven ratios that flag corporate distress early, from the Altman Z-Score to free cash flow yield, and where to pull each number from SEC filings.
1,319 articles