First of all thankyou to the all the users of the Survey Solutions AI Agent I developed recently. Due to the recent high demand on the tool and increased LLM costing I changed the access of the tool from free at initial point to requiring users to get their own free Gemini API key and insert it in the app to continue. Also I changed the back end LLM at this point from Gemini Pro 3 to Gemini-Flash 2.5 as the free tier of Gemini 3 API is very limited and would have cut out for free users after a couple of messages.
To allow the project to have it’s full potential I am now sharing the master prompt behind the chat bot as Open Source. What this means is you can simply copy and paste the prompt into whichever AI LLM provider you use (Claude, GPT, Gemini) as a Gem / Custom GPT, etc. This will allow users to use the latest frontier models to achieve best results, use local LLMs through Ollama or similar to keep complete data privacy and sovereignty.
Please find the Git containing the prompt here: GitHub - lbruce-wq/survey-solutions-ai-agent-prompt: Open-source master prompt for helping users design, troubleshoot, and code questionnaires in World Bank Survey Solutions. · GitHub
I welcome improvements and refinements from the community to make the prompt run better and catch more edge cases of Survey Solutions the LLMs don’t understand. Please feel free to fork the Git with any improvements you have made!
Note: the tool hosted at https://surveysolutions.impactengines.ai/ will continue to operate in its current form for those who like that interface and have setup a Gemini API key.
Thanks!
Lachlan