SayPro Extract 100-topic lists using GPT prompts for each prompt cycle

SayPro GPT-Powered Topic Extraction Framework

100-Topic Lists Generated Using GPT Prompts for Each Monthly Research Cycle

Issued by: SayPro Legislative Impact Assessments Research Office
Under: SayPro Research Royalty (SayPro RR)
Date: June 2025

🎯 Purpose

To use GPT models to automatically extract and generate 100 relevant research topics each month—tailored to SayPro’s evolving legislative, policy, development, and impact analysis focus.

These topics will:

Drive monthly research cycles
Support stakeholder submissions
Populate the SayPro Knowledge Hub
Feed into national and continental policy development pipelines

🧠 How It Works: GPT Prompt Cycle Design

Each month, SayPro generates topic lists using refined GPT prompts organized by key focus areas. The cycle includes:

Step	Description
1️⃣ Prompt Definition	Develop prompt templates by theme (e.g., health, justice, digital)
2️⃣ Model Interaction	Input prompts into GPT to generate topic sets
3️⃣ Human Review	Curate, refine, and validate topic relevance and quality
4️⃣ Publication	Distribute final 100-topic list via Knowledge Hub and stakeholder briefings

🔄 Sample Monthly Prompt Cycle Structure

Below are 10 prompt templates to be reused and adapted monthly—each generates 10 focused topics, giving you 100 total topics per cycle.

📦 1. Prompt: Governance & Lawmaking

🗣️ “Generate 10 emerging research topics related to governance, constitutional law, and parliamentary accountability in Southern Africa.”

📦 2. Prompt: Education & Skills Development

🗣️ “List 10 timely research topics on public education reform, basic education law, and digital learning equity in rural schools.”

📦 3. Prompt: Health Systems & Policy

🗣️ “What are 10 relevant legislative research themes surrounding the rollout of NHI and access to primary health care?”

📦 4. Prompt: Climate Change & Environment

🗣️ “Identify 10 legislative and policy research topics on climate adaptation, carbon tax, and environmental justice in Africa.”

📦 5. Prompt: Gender & Social Protection

🗣️ “Give 10 impactful topics on gender-based violence, women’s legal rights, and protection policy in South African law.”

📦 6. Prompt: Economy & Labour Market

🗣️ “Suggest 10 critical research topics on informal labour, employment equity, gig work regulation, and youth unemployment.”

📦 7. Prompt: Technology, AI, and Digital Rights

🗣️ “Generate 10 future-focused topics on artificial intelligence regulation, digital privacy, and access to the internet as a right.”

📦 8. Prompt: Urban Development & Infrastructure

🗣️ “List 10 research topics on sustainable urban planning, infrastructure law, housing allocation, and municipal compliance.”

📦 9. Prompt: Regional Integration & Foreign Policy

🗣️ “Provide 10 policy research topics related to migration, AfCFTA trade, and regional law harmonization under SADC and AU.”

📦 10. Prompt: Ethics, Equity & Human Rights

🗣️ “What are 10 topical issues on constitutional rights, legal aid, disability inclusion, and equitable justice systems in Africa?”

📝 Example Output (Excerpt from Prompt 1: Governance)

Reforming legislative oversight committees in provincial parliaments
The role of ethics committees in preventing corruption
Strengthening intergovernmental coordination via legislation
Parliamentary participation in public budgeting
Impact of coalition politics on legislative stability
Customary law vs. statutory governance – a harmonization model
Digital governance tools for municipal law enforcement
The future of proportional representation in South Africa
Legal mechanisms for enforcing public service charters
Citizen-led petition systems and their legal framework

📚 Storing & Publishing the 100-Topic Lists

Saved monthly in the SayPro Knowledge Hub
Indexed by cycle name: Cycle 01 (January 2025), Cycle 02 (February 2025), etc.
Distributed in:
- Web-friendly list format
- Downloadable PDF
- Editable document for stakeholder planning
- Optional AI-generated infographic

🔐 Future Feature (2026): Dynamic Topic Generator

SayPro plans to build an interactive online topic generator where:

Users select a theme
GPT produces a customized list in real time
Output can be saved and submitted directly to SayPro’s monthly research submission queue