Forward bookings / billings / ARR forecast with funnel + cohort math + conversion-assumption disclosure. NOT financial close (finance). Direct invocation of the commercial-forecaster skill.
Copy the command definition below into:
~/.claude/commands/cs-commercial-forecast-alirezarezvani.md---
description: Forward bookings / billings / ARR forecast with funnel + cohort math + conversion-assumption disclosure. NOT financial close (finance). Direct invocation of the commercial-forecaster skill.
argument-hint: "<pipeline export path or cohort + funnel data>"
---
# /cs:commercial-forecast — Forward bookings + cohort ARR + funnel confidence
Run the `commercial-forecaster` skill on this input:
**$ARGUMENTS**
## Three-tool workflow
1. **`bookings_forecaster.py`** — Stage-conversion based bookings forecast using last-4-quarters weighted (most recent heavier). Outputs commit / best-case / pipe-only. Industry tuning `--profile {saas,api,enterprise-software,marketplace,services}`.
2. **`cohort_arr_projector.py`** — NRR + GRR projection by acquisition cohort. Surfaces leaky cohorts before they show up in the consolidated NRR number.
3. **`funnel_confidence_scorer.py`** — Confidence band per stage: how stable is the conversion rate q-over-q? High variance = low confidence forecast.
## Hard rule
**Conversion assumption ALWAYS surfaced explicitly.** Forecasts without disclosed assumptions are theatre. The output names the conversion rate used and the data window it's based on.
## Distinct from
- `finance/financial-analysis` — **close + report** (backward-looking). Commercial-forecaster is **forward** commercial pipeline.
- `c-level-advisor/cfo-advisor` — strategic financial planning. Commercial-forecaster is tactical, per-quarter.
- `c-level-advisor/cro-advisor` — strategic CRO. Commercial-forecaster feeds CRO judgment.
- Sibling `pricing-strategist` — sets prices; commercial-forecaster projects revenue at those prices.