A high-impact advice gate detects when an answer could be treated as a decision affecting health, finances, legal rights, access, or safety. The prompt should state the assistant's bounded task and preserve uncertainty, but a disclaimer alone does not make an unsupported recommendation safe. Require current verified evidence, a clearly identified decision owner, and a review path when facts are missing or the effect is consequential. Evaluate false reassurance and unnecessary escalation separately. The application must prevent the model from submitting an irreversible action while a case is still awaiting review.
Make this comfortable
High-impact advice: route uncertain decisions to qualified review
Decision in practice
An employee asks a benefits assistant whether a dependent is eligible for a costly treatment reimbursement. The record includes two plans with different terms and a policy excerpt that expired last quarter. A confident yes or no would be unsafe. The assistant identifies the conflicting plan IDs, says which document is stale, and routes the case to the benefits specialist with a compact evidence packet. It may explain the application steps that apply to either plan, but it cannot approve payment or imply a verified medical or coverage determination. A benign question about where to find the current plan document should still receive a direct answer.
Case BN-274; plans: PL-8 and PL-11; policy excerpt expired.
Allowed: explain application steps and name missing plan choice.
Blocked: eligibility verdict and payment approval.
Review packet: case ID, plan IDs, stale document ID, unresolved question.
Control: current-plan location question receives direct help.Performance and operating cost
A review route adds queue time and specialist effort; sending every routine question there creates delay without reducing consequential errors. Checking F required facts is O(F), while retrieving a current policy and obtaining human approval dominate latency. Design a narrow trigger from decision impact and missing evidence, and measure the share of cases that truly needed review. A model call saved by skipping verification is not economical if it leads to an incorrect payment or denial. Keep review packets concise and access-controlled.
Common Mistakes
- Do not rely on a disclaimer to repair an unsupported determination.
- Do not approve an external effect from stale or conflicting evidence.
- Do not escalate a simple location question as though it were a benefits verdict.
Connected lessons
- Production prompt engineering
- Prompt Engineering
- Human handoff: preserve evidence and the reason for uncertainty
- Retrieved evidence: reconcile versions and conflicting facts
- Selective answers: measure when to abstain
- Request risk routing: classify the action before choosing a response
- Refusal contracts: decline the unsafe effect and preserve useful help
- Sensitive output gates: check the rendered answer before release
- System prompts: treat instructions as guidance, not a secret vault
- Project: build a support safety boundary
- Prompt safety decisions
Continue with: Research synthesis release: expose the method and its limits.
prompt engineering
safety decisions