Financial Model Forecast Reviewer

Help users with Validated demand: Founders, analysts, and operators need help reviewing financial models, checking assumptions, building revenue or expense forecasts, and turning spreadsheets into scenario plans. This requirement is supported by 11 separate online signals across 2 source families, so it represents broader demand rather than a single isolated request.. Use when a user asks for business-and-operations, financial model, forecast, scenario planning, runway, or needs a practical workflow, artifact, checklist, analysis, or implementation support for this requirement.

Requirement

Use this skill to help startup founders, finance analysts, operators, consultants, and managers responsible for forecasts, runway planning, and spreadsheet models with:

Validated demand: Founders, analysts, and operators need help reviewing financial models, checking assumptions, building revenue or expense forecasts, and turning spreadsheets into scenario plans. This requirement is supported by 11 separate online signals across 2 source families, so it represents broader demand rather than a single isolated request.

Demand score: 90/100 (70/70 demand, 30/30 local feasibility). Evidence: 11 signals across 2 source families.

Read references/requirement-plan.md when source evidence, planning details, or review criteria are needed.

Workflow

1. Restate the user's outcome, constraints, available inputs, and success criteria.
2. Turn the operational problem into a repeatable process, checklist, template, or lightweight analysis.
3. Ask only for missing information that materially changes the output; otherwise make reasonable assumptions and continue.
4. Keep the implementation local-hardware friendly: prefer scripts, templates, checklists, and small-model or CPU-safe workflows over cloud-only or large-training approaches.
5. Produce the requested artifact, workflow, checklist, analysis, code change, or decision support.
6. Validate the output against the success criteria and list any remaining risks or follow-up work.

Expected Outputs

• A tailored answer or artifact for the user's immediate situation.
• A reusable checklist or workflow when the task is repeatable.
• A verification note showing how the result was checked.

Validation

• The output directly addresses the discovered requirement.
• The user can act on the result without reading the original source post.
• Assumptions, limits, and required inputs are visible.
• The final response includes a short usage or next-step note when helpful.

Triggers

Keywords: business-and-operations, financial model, forecast, scenario planning, runway, assumptions

Example trigger sentences:

• Help me Founders, analysts, and operators need help reviewing financial models, checking assumptions, building revenue or expens.
• I need a practical workflow for Founders, analysts, and operators need help reviewing financial models, checking assumptions, building revenue or expens.
• Use $financial-model-forecast-reviewer to handle Founders, analysts, and operators need help reviewing financial models, checking assumptions, building revenue or expens.