Compute · Assess & Decide · Data & Research
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.
Part of Choose Business Model
What you receive
The shape of your delivered file. Your result is generated for your inputs.
Your deliverable is a computed result carrying these fields:
- K
- Cumulative final
- New users
- Regime
Opens later
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Scope of the check
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.