Agents & automations
“We all use ChatGPT now. Nothing has actually changed.”
Because chat is stage one of five. The change everyone was promised lives further along — where AI stops being a tab somebody opens and becomes part of how the organisation runs. That part is built, not prompted: workflows that connect your CRM to your communications, AI agents that handle real operational tasks, MCP servers that plug AI into the tools you already use. And always capability that stays after we leave, not dependency that keeps you coming back.
The five stages of AI adoption
Recently built
- Donor notification systems, data-sync pipelines and reporting automations connecting Salesforce, Airtable and Slack — first built inside a farm-animal sanctuary, refined across dozens of organisations since.
- A knowledge base of 800+ working notes that AI tools search by meaning, through a custom MCP server.
- An always-on agent platform running scheduled jobs on its own server — every run logged, nothing babysat.
Every step logged. Nothing sends without a person signing off.




