business-analysis-pipeline

A skill that puts an AI product or startup direction through a 7-step pipeline + 120-point rubric + KF-numbered cross-references and produces a structured business analysis report — built for PMs, founders, and investment analysts sizing up a new direction.

When to use it

• You want a systematic commercial-viability read on an AI product concept, not a gut-feel score
• You need PEST + Porter's Five Forces + SWOT + Business Model Canvas + opportunity matrix run in one pass, with findings cited across modules by number
• You want a structured markdown report you can drop straight into a review / decision memo / pitch — S/A/B/C/D grade attached
• You need to compare several product concepts head-to-head under a single scoring system

How to trigger it

Say things like:

• "Evaluate the commercial viability of this AI product: "
• "Give me a full business analysis report"
• "Score this AI startup direction end to end"
• "Do an investment due-diligence pass on this project"

Handy things to include up front: product name / concept description / core features (required); target users, business model, known competitors, team strengths, target market, analysis depth (optional — the skill will fill sensible defaults).

What you'll see

• Seven pipeline steps, produced module by module, each tagged 🟢🟡🔴 plus three numbered key findings — P-KF for PEST, F-KF for Five Forces, S-KF for SWOT, B-KF for the Business Model Canvas — so later modules can cite earlier findings by ID instead of restating them
• 120-point composite score rolling up to an S/A/B/C/D grade with a one-line go / hold / kill call
• Executive summary of 400–600 words, ready to lift straight into a review deck
• Chinese output by default, markdown tables and tags throughout, no filler "next-step suggestions" section tacked onto the end

Adjacent skills

Task	Go with
Market sizing, TAM/SAM/SOM, competitive landscape only	market-analysis / elite-market-researcher
Quick feasibility read on an AI startup direction (no full pipeline)	ai-startup-feasibility-check
Spotting or ranking AI opportunities across a space	opportunity-hunter / ai-opportunity-evaluation
Scoring a single project on execution readiness (not commercial viability)	project-scoring

Not this skill: writing the actual pitch deck or business plan document (that's downstream authoring); running a single framework in isolation with no cross-references (use a lighter market-analysis pass); tracking KPIs for a shipped product (that's operational analytics, not a viability read).