Key Takeaways
- This tool is built for scenario planning, not one-time guessing.
- Use real baseline inputs before testing optimization scenarios.
- Interpret outputs together to make stronger decisions.
- Recalculate after meaningful context changes.
- Consistency and execution quality usually beat aggressive one-off plans.
What This Calculator Measures
Estimate split ratios and expected confluence based on growth rate, doubling time, and target days.
By combining practical inputs into a structured model, this calculator helps you move from vague estimation to clear planning actions you can execute consistently.
The model uses exponential growth to estimate confluence changes after splitting and regrowth.
How the Calculator Works
Growth factor = 2^(hours ÷ doubling time)Worked Example
- 30-hour doubling time over 3 days gives ~5.3x growth.
- Splitting 1:4 yields ~1.3x net growth.
- Recommended split keeps confluence near target.
How to Interpret Your Results
| Result Band | Typical Meaning | Recommended Action |
|---|---|---|
| 90%+ | High confluence. | Split sooner or increase ratio. |
| 70–89% | On target. | Keep current plan. |
| 50–69% | Low confluence. | Reduce split ratio. |
| Below 50% | Under target. | Allow more growth time. |
How to Use This Well
- Enter current and target confluence.
- Input doubling time and growth days.
- Set current split ratio.
- Review expected confluence.
- Adjust split ratio as needed.
Optimization Playbook
- Track doubling time: update based on real observations.
- Adjust split ratio: align with target confluence.
- Monitor density: avoid over-confluence.
- Log results: refine future splits.
Scenario Planning Playbook
- Baseline: current split and growth days.
- Faster growth: reduce doubling time by 6 hours.
- Lower split: reduce split ratio by 1.
- Decision rule: keep confluence between 70–90%.
Common Mistakes to Avoid
- Using outdated doubling time estimates.
- Over-splitting and under-seeding cells.
- Ignoring surface area differences.
- Not adjusting for slower growth days.
Implementation Checklist
- Measure current confluence.
- Log doubling time from recent growth.
- Set split ratio for target day.
- Review expected confluence after split.
Measurement Notes
Treat this calculator as a directional planning instrument. Output quality improves when your inputs are anchored to recent real data instead of one-off assumptions.
Run multiple scenarios, document what changed, and keep the decision tied to trends, not a single result snapshot.
FAQ
What if I do not know doubling time?
Use a typical estimate and refine after measuring growth.
Why does surface area matter?
More surface area spreads cells and lowers confluence.
How often should I split?
Whenever confluence approaches your upper threshold.