The Crimson Bench

ProRevenue · Simulator

Viral Loop (K-Factor) Simulator

Does your product grow itself?

Assumptions

K-factor

0.60

Users (cycle 8)

2,475

Status

Fades

CycleNew UsersTotal Users
Cycle 16001,600
Cycle 23601,960
Cycle 32162,176
Cycle 41302,306
Cycle 5782,383
Cycle 6472,430
Cycle 7282,458
Cycle 8172,475

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Every row, plus Excel/PDF export and AI analysis.

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Toolkit Pro

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Built by The Crimson Bench · Educational model, not financial advice

About the Viral Loop (K-Factor) Simulator

Model invites and their conversion to compute your viral coefficient (k) and watch users grow — or fade — cycle by cycle.

It's built for directional planning: change any assumption and watch the whole projection move, the way a seasoned operator pressure-tests a plan before committing capital. Everything is computed live in your browser — nothing is sent anywhere.

How the Viral Loop (K-Factor) Simulator Works

The model takes 3 assumptions and returns 3 headline metrics plus a full breakdown. Here is exactly what goes in and what comes out — no black box.

The Inputs

AssumptionExample value
Starting users1,000
Invites per user3
Invite conversion20%

Worked Example

Every figure below is produced by the live model using the example assumptions above. Change any input in the simulator to see your own numbers.

K-factor

0.60

Users (cycle 8)

2,475

Status

Fades

CycleNew UsersTotal Users
Cycle 16001,600
Cycle 23601,960
Cycle 32162,176
Cycle 41302,306
Cycle 5782,383
Cycle 6472,430

The Operator's Read

A k-factor of 0.60 — under 1, so virality tapers and each push fades. It still lowers CAC by amplifying paid acquisition; getting k even close to 1 is a huge tailwind.

Assumptions & Limitations

  • The model is deterministic: it projects your inputs forward with clear arithmetic, not a Monte-Carlo or probabilistic forecast. It shows one scenario at a time — run several to bracket a range.
  • Defaults are illustrative benchmarks, not your business. Replace every field with your real numbers before drawing conclusions.
  • It abstracts away taxes, financing, seasonality, and one-off events unless a field explicitly captures them. Treat the output as a directional estimate.
  • This is an educational tool, not financial, investment, tax, or legal advice. Validate real decisions with a qualified professional.

Frequently Asked Questions

What does the Viral Loop (K-Factor) Simulator calculate?

Model invites and their conversion to compute your viral coefficient (k) and watch users grow — or fade — cycle by cycle. It takes 3 assumptions — Starting users, Invites per user, Invite conversion — and returns K-factor, Users (cycle 8), Status, along with a full projection table you can export.

How do I use the Viral Loop (K-Factor) Simulator?

Enter your own figures in the input fields above — Starting users, Invites per user, Invite conversion, and the rest. The model recalculates instantly and shows the resulting K-factor and full breakdown. No sign-up needed to run it.

Is the Viral Loop (K-Factor) Simulator free?

Yes — you can run the simulator and see the headline results for free. Toolkit Pro unlocks the full projection table, Excel/PDF export, saved scenarios, and AI analysis: $180/mo, $1,728/yr, or unlock any 3 simulators for $20.

What's the difference between this and a free calculator?

A calculator answers one question. This simulator models the full picture — multiple linked assumptions, a projection table, and scenario comparison — the way an operator would build it in a spreadsheet, but instantly.

Who built the Viral Loop (K-Factor) Simulator?

The Crimson Bench's Ivy League-educated operators — the same people we deploy into C-suites. This is the self-serve version of a model they'd build inside a live engagement.

Is this financial advice?

No. The Viral Loop (K-Factor) Simulator is an educational modeling tool for directional planning — not financial, investment, tax, or legal advice. Validate any real decision with a qualified professional.

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The Crimson Bench · Est. 2002 · Founded in New York City

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