No-Regret Move Logic
Under uncertainty, take actions that are right in every scenario. Save the bigger bets for when scenarios converge.
Recurring patterns of growth and decline across 25 documented cases. Each pattern names a specific pain, a specific move, and the anti-pattern that fails — so the right move is obvious within minutes of recognizing the situation.
The handful that matter most: the near-universal patterns that hold across almost every documented case, and the freshest reads of the current market window. The full set of 36 is below.
Under uncertainty, take actions that are right in every scenario. Save the bigger bets for when scenarios converge.
When growth stalls, the instinct is to redesign the org. The fix is almost always positioning, not architecture.
Strategic slots have expiration dates. Claim them in time and you defend cheaply. Latecomers pay multiples to dislodge.
The category itself is moving. The frame your buyers used to classify you is being rewritten while you're optimizing inside the old one.
Agentic AI workflows = multi-turn LLM calls = rapidly growing compute cost. If pricing was set against single-call economics, multi-turn pressure compresses gross margin.
A hyperscaler or ERP incumbent adds an agentic-AI layer to its existing installed base through bundling, occupying an adjacent category for free against your paid product.
When these patterns appear together, the move is stronger than any pattern alone. The gold-bordered cluster carries the highest operational weight in the current window — Category Timing Window is the most widely applicable combination, recurring in nearly every case where the right move had a finite expiry date.
Tiered by how universally each pattern shows up across the documented case set. Universal patterns first — those compound the most. Emerging patterns last — the freshest readings of the current market window, including the LLM-stack compression set, the identity-tradeoff patterns that show up at the 18-month inflection, and the channel-pressure cluster that names what happens when distribution shifts under you.