LaunchKit · 2026
Back to Skills

revenue-operations

Analyzes pipeline coverage, tracks forecast accuracy with MAPE, and calculates GTM efficiency metrics for SaaS.

0
552 downloads
by @alirezarezvani

Setup & Installation

openclaw skills install @alirezarezvani/revenue-operations

Or with the ClawHub CLI, for registry-managed skill folders outside a full OpenClaw workspace:

npx clawhub install revenue-operations

Version History

v1.0.0Mar 9, 2026 - Version note by skill developer:

v2.1.1 release

What This Skill Does

Three Python scripts for analyzing sales pipeline health, tracking forecast accuracy, and calculating GTM efficiency metrics. Takes JSON input files with deal, forecast, or cost data and outputs metrics with ratings and industry benchmarks. Supports text and JSON output formats for both human review and dashboard integration.

Combines pipeline health, forecast accuracy, and GTM efficiency analysis in a single offline toolkit without requiring CRM vendor-specific reporting modules or a separate BI tool.

When to use it

  • Weekly pipeline coverage check before a sales team meeting
  • Identifying reps with systematic over- or under-forecasting patterns
  • Board prep with Magic Number, LTV:CAC, and Rule of 40 calculations
  • Flagging deals that have stalled past their expected stage cycle time
  • Quarterly GTM efficiency audit comparing S&M spend against net new ARR

Example Workflow

Here's how your AI assistant might use this skill in practice.

INPUT

User asks: analyze pipeline coverage from current_pipeline.json

AGENT
  1. 1Loads the pipeline JSON with deal stages, values, close dates, and quota target
  2. 2Calculates pipeline coverage ratio and flags quarters below 3x quota
  3. 3Computes stage-to-stage conversion rates and sales velocity
  4. 4Flags deals exceeding 2x average cycle time per stage as aging risks
  5. 5Identifies concentration risk when any single deal exceeds 40% of total pipeline value
OUTPUT

Text report with coverage ratio, aging deal list, conversion rates, velocity metrics, and recommended action items