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AI Industry Topic Matrix Generator

Content Creation Updated 2026.08.29

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About this skill

Problem It Solves

Topic planning often fails when hot trends drift away from industry positioning, cross-platform posts repeat the same angles, or titles sound generic and AI-like. This skill is aimed at content-creation workflows: it chains industry configuration, hot-topic lists, and content-type rules into a reviewable topic matrix instead of loose idea fragments.

How It Works

  • Reads industry configuration: extracts content types, target platforms, customer pain points, and core selling points.
  • Consumes hot topics: uses the topic list produced by a hot-topic collector.
  • Generates angles: calls content-brainstorm to create ideas across four types: knowledge, case stories, pain-point-driven content, and trend interpretation.
  • Builds a matrix and deduplicates: removes entries with similarity above 70%, rewrites weak titles with a de-AI pass to make them more colloquial.
  • Enforces output constraints: 3-5 topics per platform, titles under 25 characters, and pain-point topics making up at least 25%.

Boundaries

It depends on industry configuration and hot data. Without hot topics, it falls back to pain-point-based generation, but coverage still depends on configuration quality. It is suitable for first drafts, cross-platform angle splitting, and title deduplication, not fact checking, copyright review, or confirming that customer cases are approved for public use. Cross-platform deduplication removes repeated items and adds new angles, but commercial priority still needs human judgment.

Use Cases

  • After industry settings and hot-topic lists are ready, generate 3-5 topic entries per platform.
  • Combine hot topics, customer pain points, and selling points into knowledge, case, pain-point, and trend angles.
  • Deduplicate cross-platform topics by similarity and trigger a de-AI rewrite for stiff titles.
  • When hot-topic data is missing, generate an initial three-platform topic draft from industry pain points.

Best For

  • B2B operations owners managing three-platform content schedules need industry-specific topic matrices from hot trends.
  • Content strategists maintaining industry settings and pain-point libraries need stable generation of four topic angle types.
  • Content leads reviewing duplication and title tone need a quick deduplicated draft for validation.
  • Industry operations teams without hot-topic feeds need pain-point-based backup titles for early drafts.