Use Cases
What the work
can look like.
Different teams carry different kinds of context. The useful question is not ‘Where can we use AI?’ but ‘Where is the work currently harder than it needs to be?’
Knowledge & Onboarding
Helping people find what they need, understand account history and get up to speed faster.
Project & Account Intelligence
Bringing together project context, decisions, risks, actions and working knowledge.
Quality & Review
Summarising feedback, identifying recurring issues and supporting more consistent review.
Content & Terminology
Working with structured content, terminology, glossaries and controlled generation.
Decision Support
Helping people compare evidence, surface assumptions and prepare better decisions.
Workflow Support
Reducing repeated searching, checking, rewriting, chasing and manual handovers.
The Same Pattern Appears in Different Places
“What changes is the work.
The underlying problem is often similar: context is fragmented, effort is repeated, and people are carrying too much themselves.”