Writing is not the bottleneck most teams think it is
A model can draft an email quickly. That does not establish whether the account fits, the person owns the problem, the source is current, the address is valid, the claim is safe, or the infrastructure is ready.
Generic tools often begin at the moment of composition because that is the visible artifact. Reliable outbound begins much earlier.
A system needs state and rejection
Operational software must know what happened to each record, which rules applied, why a hook qualified, whether the contact was verified, and whether the recipient is suppressed. It must support a valid no-send outcome.
Structured outputs and stage statuses make that state visible. Without them, the team receives polished text with hidden uncertainty.
Use models where judgment can be bounded
Models are useful for extracting context, comparing evidence, structuring research, drafting within approved claims, and classifying replies. Their work should be constrained by sources, schemas, rules, and review proportional to risk.
- Separate observations from inferences
- Require citations for account claims
- Validate output shape
- Define confidence and rejection thresholds
- Keep suppression and sending controls outside free-form generation