For PMs
Retention over addiction. Leverage the A RICE calculator to reduce biological debt and build a product users trust for the long term.
ALTRUHEURISTICS
The Reality Check
In a world of “Growth at all Costs,” PMs are often pressured to optimize for Daily Active Users (DAU) and Time Spent. But there is a hidden cost to “sticky” features. When engagement is driven by anxiety or dopamine exploitation, you aren’t building loyalty—you are building user fatigue. Eventually, the user wakes up, feels the “digital hangover,” and deletes the app.
The Strategy
Altruheuristics provides PMs with a framework to build Sustainable Retention. By reducing “Biological Debt,” you increase the Lifetime Value (LTV) of a user because your product becomes a “Safe Haven” in their daily routine, rather than another source of stress.
How to Use the Framework to Manage Your Roadmap
The A-RICE Priority Calculator
Stop prioritizing features based solely on “Reach” and “Effort.” Add the Human Impact score. If a feature has high reach but a Severity 4 biological risk, it moves down the list until it is redesigned.
Churn Prevention via Allostasis
Use the 5 Pillars to identify “High-Churn Triggers.” For example, if your data shows users dropping off after 20 minutes, audit for Biochemical Integrity. Are you overstimulating them to the point of a “crash”?
Market Differentiation
In a saturated market, “Ethical Tech” is no longer just a PR move; it is a product feature. Use the Clinical Codex to validate that your product is safer and more reliable than the “extractive” competition.
When to use: From Strategy to Success
PMs use the framework as a prioritization and measurement tool.
Roadmapping
Use the A-RICE Calculator to rank features. If a high-revenue feature has a high “Biological Debt” score, the PM schedules a “Refinement Sprint” to make it regenerative.
Sprint Planning
Define “Definition of Done” (DoD) to include an Altruheuristic audit. A feature isn’t “done” if it creates an unresolved Severity 3 cognitive distortion.
Post-Launch
Instead of just looking at “Time Spent,” the PM monitors for “Churn Correlation”—checking if high-intensity features are leading to user burnout or app deletions.
The Result: You transition from “Managing Features” to “Managing Outcomes.” You build a product that users don’t just use, but actually trust.
Is your product accruing Biological Debt?
Does your app use red dots for non-critical alerts? Do your AI agents lack behavioral constraints? Is your ‘exit’ flow designed to trigger loss aversion?
If you answered yes to any of these, your product is at risk. Download the Altruheuristics Toolkit to start your audit.