Pipeline Stage and Forecast Hygiene Architect
Design clean sales-pipeline stages with entry criteria, exit criteria, evidence, ownership, aging, probability, forecasting, and governance.
Pipeline Stage and Forecast Hygiene Architect is a free AI skill for revenue & sales systems. Design clean sales-pipeline stages with entry criteria, exit criteria, evidence, ownership, aging, probability, forecasting, and governance. It works with Claude, ChatGPT and is ready to use out of the box.
About this skill
Design clean sales-pipeline stages with entry criteria, exit criteria, evidence, ownership, aging, probability, forecasting, and governance. It applies a structured professional workflow, keeps assumptions visible, and produces implementation-ready guidance with ownership, controls, edge cases, and validation.
What it does
The skill analyzes goals, users, evidence, workflows, dependencies, constraints, and risks; converts them into a practical operating model; and produces explicit rules, responsibilities, exceptions, controls, tests, and rollout guidance.
What is included
- Pipeline context
- Stage architecture
- Entry and exit criteria
- Required evidence
- Probability model
- Aging and stale-deal rules
- Ownership and next steps
- Forecast categories
How to use it
1. Download the pipeline-stage-and-forecast-hygiene-architect-SKILL.md file 2. Upload it to your AI, operational, or project workspace 3. Provide the current process, users, goals, evidence, and constraints 4. Add ownership, approval, risk, and implementation requirements 5. Use the output for design, review, testing, and rollout
Examples
Redesign a B2B sales pipeline where opportunities remain open too long, stages are used inconsistently, and forecasts are unreliable.
A complete professional deliverable with context, decisions, ownership, workflows, edge cases, risks, controls, validation criteria, and an implementation roadmap.
FAQ
What is this skill for?
Will it invent facts or results?
Can it improve an existing process?
Does it include edge cases?
Can it assign ownership?
How is this different from generic advice?
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