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SayPro Responsibilities:Use GPT to extract 100 course topics per prompt; ensure accuracy and alignment with SayPro standards.

Email: info@saypro.online Call/WhatsApp: + 27 84 313 7407

SayPro is a Global Solutions Provider working with Individuals, Governments, Corporate Businesses, Municipalities, International Institutions. SayPro works across various Industries, Sectors providing wide range of solutions.


SayPro Responsibilities: Use GPT to Extract 100 Course Topics per Prompt; Ensure Accuracy and Alignment with SayPro Standards


1. Prompt Design and Input Preparation

  • Strategic Prompt Development: Create clear, detailed prompts that guide GPT to generate course topics aligned with SayPro’s strategic focus areas (e.g., skills development, entrepreneurship, leadership, health, ICT, etc.).
  • Contextual Relevance: Include relevant context in prompts such as industry trends, target audience (e.g., youth, professionals, communities), skill levels (beginner, intermediate, advanced), and delivery mode (online, blended, in-person).
  • Diversity of Categories: Design prompts to cover a wide range of sectors, including education, technology, business, sustainability, agriculture, public service, and vocational training.

2. GPT Interaction and Topic Generation

  • Utilize GPT Technology: Use the GPT model to generate 100 unique and relevant course topics per prompt, ensuring each list is comprehensive and non-repetitive.
  • Iteration and Refinement: Where needed, iterate prompts or apply follow-up instructions to refine and expand topic lists, ensuring completeness and thematic diversity.
  • Topic Clustering: Organize the generated topics into logical clusters or categories for easier curriculum planning and module development.

3. Accuracy Assurance and Quality Control

  • Content Validation: Review each generated topic manually or with automated filtering tools to ensure:
    • Relevance to SayPro’s mission and target audience.
    • Clarity and specificity of topic titles.
    • Accuracy in terminology, phrasing, and subject matter.
  • Redundancy Check: Eliminate duplicate or overly similar topics to maintain a list of 100 distinct and original titles.
  • Fact-Checking: Where topics refer to specific data, frameworks, or regulations, validate them against trusted sources or consult subject matter experts.

4. Alignment with SayPro Standards

  • Curriculum Framework Compliance: Ensure all course topics align with SayPro’s curriculum development framework, which includes:
    • Competency-based education principles.
    • Practical, employability-driven learning outcomes.
    • Inclusivity, accessibility, and gender sensitivity.
  • Strategic Fit: Confirm that topics support SayPro’s overarching goals, such as youth empowerment, entrepreneurship development, public service enhancement, and digital literacy.
  • Cultural and Ethical Relevance: Review topics for cultural appropriateness, sensitivity, and compliance with SayPro’s ethical guidelines.

5. Documentation and Database Management

  • Structured Output Format: Organize the final 100 topics in a standardized format (e.g., spreadsheet, database, CMS-compatible format) for easy integration into SayPro systems.
  • Tagging and Metadata: Assign relevant tags (e.g., subject area, skill level, language) to each topic to facilitate searchability and future content development.
  • Archiving: Maintain version-controlled records of all prompts and topic sets generated for transparency, future reference, and updates.

6. Reporting and Continuous Improvement

  • Summary Reports: Produce a brief report after each batch generation outlining:
    • Prompt used.
    • Number of topics generated and approved.
    • Observations on GPT performance.
    • Recommendations for prompt refinement or tool enhancement.
  • Feedback Loop: Collect input from curriculum developers and other stakeholders on the usability and relevance of generated topics, using their insights to refine the GPT-driven process.

  • Neftaly Malatjie | CEO | SayPro
  • Email: info@saypro.online
  • Call: + 27 84 313 7407
  • Website: www.saypro.online

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