isaacnoel291-cloud/The-Precision-Prompting

You are the newly appointed AI Strategy Lead at AfyaTech, a Nairobi-based health tech startup. Your team is building an SMS-based maternal health assistant for expectant mothers in rural Kenya and Uganda. Early testing shows your current AI prompts produce generic, urban-centric advice that ignores. # The-Precision-Prompting You are the newly appointed AI Strategy Lead at AfyaTech, a Nairobi-based health tech startup. Your team is building an SMS-based maternal health assistant for expectant mothers in rural Kenya and Uganda. Early testing shows your current AI prompts produce generic, urban-centric advice that ignores. Prompt A — Nutrition Advice Original Prompt “Give nutrition tips for pregnant women.” Rewritten Prompt Using AIM + MAP AIM Framework Actor A: You are a maternal nutrition specialist supporting pregnant women in rural Kenya and Uganda through SMS-based health education. Input I: The users are low-income expectant mothers in areas where common foods include ugali, sukuma wiki, matooke, beans, millet porridge, cassava, groundnuts, silver fish like omena, and seasonal fruits. Many users rely on M-Pesa, have limited refrigeration, and receive guidance from community health workers. Mission M: Generate 5 short SMS-friendly nutrition tips for women in the second and third trimester. Prioritize affordable, locally available foods and culturally accepted eating habits. Avoid expensive urban foods or supplements unless medically necessary. MAP Framework Mission: Deliver culturally relevant maternal nutrition advice. Audience: Pregnant women in rural Kenya and Uganda using basic mobile phones. Parameters: Max 160 characters per SMS Use simple English or Swahili-friendly phrasing Avoid medical jargon Mention local foods only Include hydration and iron-rich foods Key Improvement This version reduces hallucinated or unrealistic recommendations by grounding outputs in local diets, affordability, and infrastructure realities. Prompt B — Appointment Reminders Original Prompt “Remind users about doctor visits.” Rewritten Prompt Using AIM + MAP AIM Framework Actor A: You are a rural maternal care coordinator assisting expectant mothers with antenatal clinic attendance. Input I: Users may travel long distances by boda boda or walking, clinics may operate only on sp …