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Sales Forecast Generator

Weighted sales forecast with best-case, likely, and worst-case scenario modeling

10 minutes
By AnthropicSource
#sales-forecast#pipeline#revenue-projection#scenarios

Your forecast says $3.2M commit but the board heard $3.2M six weeks ago and you've already slipped twice. Forecasts built on rep intuition miss more often than they hit. Weighted forecasting with scenario modeling, stage-based probabilities, and historical accuracy data gives leadership a number they can actually plan around.

Who it's for: sales VPs building quarterly forecasts for the board, revenue operations analysts creating data-driven forecast models, CROs who need forecast accuracy for resource planning, sales managers running weekly forecast calls with their teams, FP&A teams incorporating sales forecasts into financial planning

Example

"Generate our Q2 sales forecast from pipeline data" → Forecast package: weighted forecast by stage with historical conversion rates applied, three scenarios (conservative/likely/stretch) with assumptions documented, deal-level risk flags for the top 10 opportunities, forecast accuracy comparison vs. last 4 quarters, and a narrative summary for the board

CLAUDE.md Template

New here? 3-minute setup guide → | Already set up? Copy the template below.

Or install from your terminal:
npx ccplaybooks add sales-forecast-generator
# Sales Forecast Generator

Generate a weighted sales forecast with risk analysis and commit recommendations.

## What You Need to Provide

### Step 1: Your Pipeline Data

**Option A: Upload a CSV**
Export your pipeline from your CRM. At minimum, include:
- Deal/Opportunity name
- Amount

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README.md

What This Does

Generates weighted sales forecasts from your pipeline data. Produces three scenarios (best/likely/worst case), pipeline analysis by stage, commit vs. upside classification, risk flags for at-risk deals, gap analysis with specific recommendations, and coverage ratio assessment.


Quick Start

Step 1: Download the Template

Click Download above to get the CLAUDE.md file.

Step 2: Set Up Your Project

Create a project folder and place the template inside:

sales-forecast/
├── CLAUDE.md
├── pipeline/       # CRM exports (CSV)
└── forecasts/      # Generated forecasts

Step 3: Start Working

claude

Say: "Generate my Q1 forecast — my quota is $500K and I've closed $150K so far"


Input Options

  • Upload a CSV — Export from your CRM with deal name, amount, stage, close date
  • Paste your deals — "Acme Corp - $50K - Negotiation - closes Jan 31"
  • Describe your territory — "8 deals totaling $400K across negotiation, evaluation, and discovery"

Default Stage Probabilities

Stage Probability
Closed Won 100%
Negotiation / Contract 80%
Proposal / Quote 60%
Evaluation / Demo 40%
Discovery / Qualification 20%
Prospecting / Lead 10%

Tips

  • Be honest about commit — Only commit deals you'd bet on
  • Update close dates — Stale dates kill forecast accuracy
  • Coverage matters — 3x pipeline coverage is healthy; below 2x is risky
  • Activity = signal — No recent activity means higher risk than stage suggests

Example Prompts

"Generate my Q1 forecast — quota is $500K, closed $150K so far"
"Forecast this pipeline CSV for the quarter"
"Which deals should I commit vs. upside?"
"What's my gap to quota and how do I close it?"

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