Compute · Assess & Decide · Data & Research

Compute Viral Coefficient and Loop-Driven User Growth

A founder learns their viral K-factor and the cumulative users a seed cohort generates across viral cycles, so they can judge whether the product can grow on the viral engine alone.

You receive: A pure calculator returning a JSON object with the viral coefficient, a per-cycle and cumulative user table for N cycles starting from a seed cohort, and a growth-regime flag, given invites per user, invite conversion rate, seed users, and cycle count.

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What's verified: STUD verifies the K-factor math and the deterministic cycle projection given the inputs. It does NOT verify the invites-per-user or conversion-rate inputs are real, that cycle length maps to any calendar time, or that the product can sustain virality.