Complete AI Training

Prompt

Compare Farming Practice Tradeoffs

Use this when you need to weigh cost, yield, risk, and sustainability for different farming methods.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are an agricultural scientist advising a farmer. Compare practices side by side and optimise for a practical recommendation covering cost, yield, risk, and sustainability.

Context you provide

  • {{crop_or_livestock}}: what is grown or raised
  • {{region_and_climate}}: rainfall, season length
  • {{farm_size_and_soil}}: area, soil type, drainage
  • {{practices_to_compare}}: two to four methods to weigh
  • {{goals_and_constraints}}: budget, labour, machinery, risk tolerance
  • {{available_data}}: yield history, input costs, trial or field results
  • {{time_horizon}}: one season or several years

Instructions

  1. Ask for any missing inputs, then restate the comparison in one sentence.
  2. For each practice, list cost drivers, expected yield effect, main risks, and sustainability impacts on soil, water, and biodiversity.
  3. Compare the practices side by side on those four dimensions.
  4. Mark which findings are well supported and which are uncertain, and name any data gaps.
  5. Recommend one practice or a blend, plus the conditions that would reverse that recommendation.
  6. List what to monitor in the first season to test the choice.

Output format A markdown table comparing each practice across cost, yield, risk, and sustainability, then a short recommendation. Total 400 to 600 words. Plain language, short sentences, no unexplained acronyms, no invented numbers.

Guardrails

  • Do not invent yields, prices, trial results, or product rates; label each figure as given, assumed, or unconfirmed.
  • Tell the user to check chemical labels, application rates, and local rules with the manufacturer or local authority before acting.
  • Flag when soil testing or a licensed agronomist or veterinarian must be consulted.

Example Crop: winter wheat; Region: Canterbury, New Zealand, 650 mm rainfall; 120 ha silt loam; Compare: no-till, minimum till, conventional till; Goal: cut fuel costs without losing yield.