Resources

Your practical framework on how your charity can adopt AI. The playbook provides clear pathways from basic tools to service transformation, helping organisations experiment safely whilst building lasting capability - without compromising your values or mission.

Step-by-step recipes to get started using different forms of AI in your work. From data analysis to service delivery you can find techniques that work for your charity whether those are traditional ML / AI processing or more recent agent, generative-AI, approaches to work.

The data playground for charities is a tool to generate realistic charity data and then explore it using SQL. We created it for our work with charity teams looking to upskill with data and better use the signals their org has.

It's a faff trying to quickly tot up how much AI tokens might cost a project. This is a quick calculator we've found useful in workshops to give us a general sense of costing and whether it's worth the effort.

Prompting, in 2026, is far less important than it once was but it still has value. This is an old project looking at how knowing about conversational academia could help how we structure interactions with language models like GPT3.5 or GPT4.1 to get the most out of them.

An experiment from 2024 that showed how we were looping over data. We realised in our work we were frequently looping over the same data doing multiple operations with LLMs and this was an experiment to see if we could create a web harness for that.

Trying to figure out what someone is trying to say to a computer isn't a new thing. This was a small experiment to demonstrate that pattern matching strings, rather than using generative AI, is still a useful technique for narrow tasks.

A small experiment to try and get teams to be more adventurous with what they try and prompt for. Most people are surprised, even now, at how capable LLMs are at producing one-shot digital experiences. This aimed to get them to the 'aha' moment a little quicker.