Grades

Which tasks AI may assist, which it may not, and where a human signs off.

Capability, limits, privacy, and professional accountability. Pass at 80%.

Versioned, documented, with a verification step per prompt.

Prompt structure, output shape, and verification design. Pass at 80%.

Every claim traced, every check recorded, at least one claim rejected.

Citation integrity, verification chains, and synthesis ethics. Pass at 80%.

With a stated confidence and a stated limitation.

Statistical honesty, chart integrity, and insight framing. Pass at 80%.

With approval gates and a documented failure policy.

Workflow mapping, trigger design, and approval placement. Pass at 80%.

With citations, refusal behaviour, and a tested question set.

Grounding, corpus hygiene, citation, and refusal. Pass at 80%.

With written escalation and supervision rules.

Decomposition, stop conditions, and escalation. Pass at 80%.

With rights and disclosure documented.

Multimodal capability, extraction, and disclosure obligations. Pass at 80%.

For your major project, with mitigations.

Rubric design, audit method, and governance obligations. Pass at 80%.

Live assistant, before-and-after workflow, audit, three-minute video demo, and a written defence.