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SayPro GPT Topic Extraction Log

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SayPro GPT Topic Extraction Log

The SayPro GPT Topic Extraction Log is a structured record-keeping tool used to document, organize, and review topics generated by GPT through SayPro-standard prompts. It helps maintain transparency, track usage, and ensure quality control in the research and content ideation processes.


Key Features of the SayPro GPT Topic Extraction Log

  • Prompt Details: Records the exact prompt used for topic extraction.
  • Date and Time: Timestamp of when the extraction was performed.
  • Number of Topics Generated: Total topics generated per extraction.
  • Topic Categories: Thematic classification of extracted topics.
  • Quality Review Status: Assessment of topic relevance, uniqueness, and clarity.
  • Reviewer Comments: Notes on potential revisions or usage.
  • Usage Status: Indicates if topics have been deployed, archived, or require further refinement.
  • Responsible Person: The individual overseeing the extraction and review process.

Sample SayPro GPT Topic Extraction Log Layout

Extraction IDDateTimePrompt SummaryNumber of TopicsTopic CategoriesQuality Review StatusReviewer CommentsUsage StatusResponsible Person
0012025-06-0110:15100 topics on youth entrepreneurship100Entrepreneurship, Youth, Digital ToolsApprovedTopics relevant; minor wording edits neededReady for UseResearch Analyst
0022025-06-0514:30100 topics on sustainable agriculture100Agriculture, Sustainability, PolicyNeeds RevisionSome overlap; will refine and resubmitIn ReviewContent Manager
0032025-06-0909:00100 topics on digital literacy for seniors100Education, Digital Inclusion, SeniorsApprovedHigh-quality topics; ready for trainingReady for UseM&E Coordinator

How to Use the SayPro GPT Topic Extraction Log

  1. Record Prompt Details: Log the prompt used for GPT topic extraction accurately.
  2. Note Date and Time: Timestamp each extraction for tracking.
  3. Classify Topics: Assign relevant categories based on thematic focus.
  4. Review Quality: Assess the extracted topics for relevance and clarity.
  5. Add Comments: Provide feedback or instructions for next steps.
  6. Update Usage Status: Track whether topics are deployed, under revision, or archived.
  7. Assign Responsibility: Specify the team member managing the extraction and review.

Benefits of the SayPro GPT Topic Extraction Log

  • Enhances accountability and traceability in topic generation.
  • Facilitates quality control and continuous improvement of prompts.
  • Supports efficient management of large volumes of AI-generated content.
  • Enables collaborative review and decision-making.

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