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AI Work & Content Problem Diagnostic Master
Diagnose content, SEO, marketing, and digital workflow problems with evidence-based analysis and practical improvement steps.
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AI Work & Content Problem Diagnostic Master
Example session with this skill installed
My content, SEO, marketing asset, or digital workflow is not working as expected. Please analyze the material I provide, identify the most important problems and their likely causes, separate confirmed evidence from assumptions, suggest practical improvements, and give me a prioritized action plan. Do not invent missing information or promise specific results.
- Read your context and instructions
- Compiled the ai work
Work & Content Problem Diagnostic
Short Summary
The provided content or digital work has been reviewed against the stated objective. The analysis identifies the most important visible weaknesses, separates confirmed evidence from assumptions, and provides practical improvements without inventing missing information or guaranteeing specific results.
- Objective
The objective is to improve the effectiveness, clarity, structure, and overall quality of the provided work.
- Main Problems
Priority| Problem| Evidence| Impact
High| Message is too general| The main value is not clearly defined| The intended audience may not immediately understand the benefit
High| Weak specificity| Important details are missing from the message| The content may not clearly address a specific need
Medium| CTA needs improvement| The requested action is not sufficiently clear| Users may not know what to do next
Medium| Structure can be clearer| Key information is not presented in the strongest order| The main message may be harder to understand
- Likely Causes
The strongest evidence-supported explanation is that the material needs greater specificity and clearer alignment with its intended objective.
This is a diagnosis based only on the provided material. Performance data, audience behavior, and external platform factors were not provided and therefore are not treated as confirmed causes.
- Recommended Improvements
Improvement 1 — Make the main message specific
Clearly state the problem being addressed and the practical value offered.
Improvement 2 — Improve the structure
Place the most important information first, followed by supporting details and a clear action.
Improvement 3 — Strengthen the CTA
Use a direct action that matches the purpose of the content rather than a generic request.
Example Revised Direction
Replace broad statements with specific, useful information that connects the user's problem to a practical next step.
- Risks & Limitations
- Performance data was not provided.
- Audience information was not confirmed.
- External platform behavior cannot be determined from the provided material.
- The recommended changes do not guarantee higher traffic, engagement, rankings, sales, or conversions.
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Priority Action Plan
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Fix the highest-priority clarity issue.
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Make the message more specific to the intended audience.
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Improve the structure and CTA.
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Publish or test the revised version where appropriate.
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Compare actual results before making further changes.
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Final Check
- Main objective identified
- Important problems prioritized
- Evidence separated from assumptions
- Practical improvements provided
- Missing information identified
- Unsupported performance claims avoided
- Next steps provided
Final takeaway: The recommended approach is to address the highest-impact problems first, test the improved version, and use real performance evidence to guide further optimization.
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About this skill
AI Work & Content Problem Diagnostic Master
Turn unclear content, SEO, marketing, and digital workflow problems into clear, evidence-based action plans.
AI Work & Content Problem Diagnostic Master analyzes the material you provide, identifies the most important problems, explains the likely causes, and gives practical improvements without inventing missing information or promising specific results.
What It Does
- Identifies the main problem affecting your objective
- Separates confirmed evidence from assumptions
- Analyzes content clarity, structure, and audience fit
- Reviews relevant SEO, social media, marketing, and workflow issues
- Provides practical improvements you can apply immediately
- Explains why each recommended change matters
- Identifies missing information and important limitations
- Creates a prioritized action plan
- Preserves the original meaning and supported claims
Supported Use Cases
Use it to diagnose:
- Social media content
- SEO content
- Headlines and hooks
- Business writing
- Marketing material
- AI-generated content
- Content structure
- Calls to action
- Digital workflows
- Online business tasks
Accuracy First
The skill does not invent performance data, search rankings, engagement, conversions, audience information, platform behavior, or business results.
When important information is unavailable, it clearly identifies what is missing instead of guessing.
Output
Each diagnostic can provide:
Objective → Main Problem → Evidence → Likely Cause → Immediate Improvements → Risks & Limitations → Priority Action Plan → Final Check
Trust-Focused Approach
The skill does not promise guaranteed traffic, engagement, rankings, sales, or income.
Its recommendations are based on the evidence provided and clearly distinguish confirmed information from assumptions.
Final Value
Get an honest diagnosis of what may be wrong, understand why it matters, and receive practical next steps for improving your work.
How to install
Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.
- 1
Download the ZIP
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- 2
Unzip into your skills folder
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- 3
Ask your agent to use it
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