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Glossary

SME Escalation

The process of routing high-risk AI-generated content to designated subject matter experts who have final authority to approve, correct, or reject the content with documented rationale.

What It Means

Key Insight

Authority escalation isn't about adding bureaucracy — it's about making sure the hard calls land on the desk of someone qualified to make them, with a paper trail that proves it.

SME escalation is the authority escalation mechanism in the AI QA & Evaluation Platform. Here's how it works: a message gets a blocked verdict because it has issues too serious for a QA reviewer to handle — a prohibited claim, a compliance risk, something that needs domain expertise. The message routes to a designated subject matter expert. The SME sees the original message, the specific flags, the rubric citations, and has structured fields for their verdict, rationale, and evidence. They make the call: approve with corrections, or reject entirely. That decision — with all its documentation — becomes part of the immutable audit trail. It's a traceable decision by a qualified authority with explicit reasoning. That's what regulators and procurement teams are actually asking for when they say 'human oversight.'

Why It Matters

When a regulator or enterprise procurement team asks 'who approved this AI output?' — the answer needs to be more than 'our system.' They want to see a named expert, a documented rationale, evidence citations, and a timestamp. Authority escalation provides exactly that. It's the difference between 'our AI handles it' (which makes compliance teams nervous) and 'a qualified expert reviewed and approved it with documented evidence' (which is defensible).

How Bookbag Helps

Domain-specific SME routing

Route blocked items to the right expert based on the type of issue — compliance, clinical, legal, product. Different problems, different authorities.

Structured evidence capture

SMEs document their decision with rationale, evidence citations, and rubric references in structured fields — not free-text emails.

Immutable decision record

Every authority escalation decision is timestamped, attributed, and permanently recorded. The strongest possible audit documentation for your highest-risk items.

Frequently Asked Questions

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