01Grounded knowledge assistants
Retrieve relevant passages from an approved collection and provide inspectable references. Preserve versions and distinguish a supported statement from interpretation so reviewers can decide whether a draft is fit for use.
02Research preparation handoffs
Organize source documents, requested questions and missing evidence into a consistent brief. Route unsupported requests for clarification rather than letting fluent text hide gaps in the available material.
03Technical project intake
Capture the problem, dependencies and accountable owner before a request enters delivery planning. Identify incomplete requirements and duplicate submissions so the queue reflects work that is actually ready to evaluate.
04Evaluations that reflect use
Test normal tasks alongside conflicting sources, restricted access and unanswerable questions. Review factual support, correction effort and failure handling before changing the model, prompt or audience of the workflow.