commercial-forecaster
Use when building a bookings, ARR, pipeline or NRR forecast, or a commit, best-case and pipeline board number. Forecasts with bookings_forecaster.py, projects cohorts with cohort_arr_projector.py and scores stage confidence with funnel_confidence_scorer.py, showing every conversion assumption.
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Excerpt from the author’s documentation
Extracted from a fixed version of SKILL.md in its original language. This is the author’s documentation; installation, compatibility and runtime results have not been verified by this site.
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Topics in the source
- commercial-forecaster
- Purpose
- When to use
- Workflow
- Step 1 — Intake pipeline + cohort + historical conversion data
- Step 2 — Run 3-tier bookings forecast
- Step 3 — Project cohort-level ARR
- Step 4 — Score per-stage funnel confidence
Help Commercial leaders answer three questions at the forecast moment: 1. What's the commit / best-case / pipe-only number? (3-tier bookings forecast with disclosed assumptions) 2. Which cohorts are leaking, and is the consolidated NRR hiding the leak? (per-cohort NRR/GRR projection over horizon) 3. Which funnel stages are reliable, and which are statistical noise? (per-stage coefficient-of-variation confidence band) The skill recommends three forecast numbers + an explicit assumption block. The CRO presents the number, the board sees the assumptions, the theatre dies. Building the quarterly bookings forecast for the board Preparing the QBR forecast where the CFO will ask "what's the commit, what's the best-case, what's the pipe-only" Projecting ARR for next 4-8 quarters using cohort retention data Suspecting a consolidated NRR number is hiding a leaky recent cohort Pipeline-coverage is shrinking and you need to know which stages are still trustworthy You're being asked for a "single number" and you need the structured answer that surfaces the assumption Do not use for: Backward-looking financial close + reporting → finance/financial-analysis Strategic financial planning (multi-yea
This is an excerpt. Refer to the complete source and its current requirements.
- Source repository
- alirezarezvani/claude-skills
- Source file
- commercial/skills/commercial-forecaster/SKILL.md
- Fixed revision
- 8f082544116fc0d014188e521ca40304cdfc86b0
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This record was collected automatically. Its documentation, suitability and runtime behavior have not been manually verified.
Author: alirezarezvani/claude-skills · original repository metadata. Documentation review: Not reviewed. Last source check: 2026-11-09T14:01:46.261Z.
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