Customer-Adverse

A business where the customer's financial outcome is structurally at odds with how the company makes money — zero-sum or negative-sum by construction, not as a tactical trick. It shows up in four recognizable forms: financial services (brokerages paid for routing your orders, firms trading against customer flow, margin products that profit from customer losses), pharmaceuticals (sales incentives misaligned against the patient or payer), social media (engagement-maximizing advertising models that can harm user wellbeing), and gaming (loot boxes and aggressive monetization designs that work against the user's finances). The revenue is real; the question is whether it survives scrutiny.

Because the profit stream carries a standing regulatory and legal liability attached to its source. Revenue earned against the customer's interest invites exactly the interventions that end it: rule changes, enforcement actions, class actions, and disclosure requirements that reprice the whole model. Companies in this position typically say so themselves — filings name payment for order flow, overdraft charges, late fees, or engagement-driven monetization, and then list the regulatory risk in the next section. The market often treats those risk factors as boilerplate. The framework treats them as the pattern's first trigger.

Weak (M1) fires when the company's own filings name a customer-adverse revenue stream — payment for order flow, overdraft or late fees, interest on unpaid balances, engagement-driven monetization — and disclose regulatory risk connected to it. Medium (M2) adds momentum: growing regulatory scrutiny or emerging research documenting harm to customers. Strong (M3) fires when the pressure becomes concrete — regulatory action across multiple jurisdictions, a class-action lawsuit, or a publicly disclosed measure of customer harm. The ladder tracks the distance between "this could become a problem" and "the problem has arrived with a docket number."

No — it is a flag on the revenue structure, not a sector ban. Plenty of companies in those industries earn money in customer-aligned ways, and plenty of customer-adverse streams persist for years without repricing. What the pattern does is name the dependency: how much of this business's economics relies on revenue the customer would refuse if they fully understood it, and how exposed is that revenue to a rule change? That framing turns a vague ethical discomfort into a falsifiable financial question. The Live Tape shows which tickers are firing it and at what strength today.