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SayPro GPT Output Review & Filtering Framework

Ensuring Strategic Relevance, Feasibility, and Impact


🔍 Step 1: Establish Clear Filtering Criteria

A. Feasibility (Technical & Financial)

  • Can it be realistically implemented within existing or foreseeable budgets?
  • Are the required skills, technology, and partnerships available locally or regionally?
  • Does it align with current infrastructure capabilities or need major groundwork?

B. Alignment with SayPro’s Values

  • Inclusivity – Does it promote equity, gender sensitivity, or access for vulnerable groups?
  • Innovation – Is the idea forward-looking, adaptive, or technology-enhanced?
  • Integrity – Is the idea ethical, transparent, and community-informed?
  • Impact – Will it produce measurable benefits for learners, institutions, or communities?

C. Relevance to Priority Infrastructure Needs

  • Does it address a gap identified in site audits or TVET college assessments?
  • Is it scalable across regions or adaptable to rural and urban contexts?
  • Does it support SayPro’s SCSPR-17 goals (e.g., TVET modernization, community engagement)?

📊 Step 2: Use a Review Matrix to Score Each Idea

Strategic IdeaFeasibility (1–5)Alignment with Values (1–5)Priority Fit (1–5)Total Score (out of 15)Recommended Action
Example: Solar-powered campus libraries55515Prioritize & develop proposal
Example: Floating TVET campus on rivers1427Discard or rework
Example: Mobile welding labs in rural villages45413Pilot in selected areas

🧠 Step 3: Human + AI Collaboration Process

  1. GPT Generation: Run the 10 GPT prompts to generate 1,000 strategic ideas.
  2. Initial Review Team: SayPro staff conduct a first-pass review, tagging ideas as:
    • 🚀 “High Potential”
    • 🔁 “Needs Refinement”
    • ❌ “Discard”
  3. AI-Assisted Sorting: Use GPT again to help cluster similar ideas and eliminate duplicates.
  4. Stakeholder Validation: Shortlisted ideas are shared with:
    • College principals
    • Municipal leaders
    • Private sector partners
    • Donors
      For feedback and scoring input.

📌 Step 4: Final Selection & Documentation

  • Top 100 ideas are shortlisted and grouped into thematic clusters:
    • Green Infrastructure
    • Digital Learning Environments
    • Skills and Employment Pipelines
    • Inclusive Access Projects
  • Each selected idea is transformed into a 1-page concept note using GPT or internal templates.
  • All shortlisted themes are published on the SayPro Strategic Partnership Portal for matchmaking with potential partners.

🔄 Step 5: Ongoing Review Loop

  • Set up a quarterly cycle to review new GPT-generated ideas.
  • Update filtering criteria based on emerging trends, partner feedback, and project outcomes.
  • Maintain a “Living Strategy Pool” of 500+ vetted ideas ready for proposal development.

Outcome

This process ensures SayPro’s use of AI is strategically grounded, ethically filtered, and action-oriented, allowing the organization to:

  • Drive high-impact partnerships,
  • Modernize TVET infrastructure intelligently,
  • And stay aligned with community-driven development.

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