From Finished Numbers to a Finished Document | AI Learning Guide

Take the example on this page. The analysis produces a table: a treatment reduced a symptom score by a certain amount, with a range of uncertainty. A drafting tool can write the sentence describing that result, put it in the right section, add the figure reference, and flag that the same number also appears in the summary and has to be worded consistently there. What the tool has done is the transcription and the cross-checking. What it has not done is decide whether the sentence overstates the finding, or whether that result belongs in the summary at all. That division is the point. The writer starts from a complete draft rather than a blank page, and the mechanical checking happens before a human ever reads it.

0:00 / 0:00

Auto-play

The real cost is agreement, not writing

Writing the sentences is not the bottleneck. Keeping every restatement of a number consistent across a long document is. A report may mention the same result in the abstract, the results section, a table, and a figure legend, and all four must match. This is a checking problem more than a writing problem, and checking problems are what automation handles well.

What the draft looks like

Suppose the analysis produces a table showing that a treatment reduced a symptom score by a certain amount with a stated range of uncertainty. A drafting tool can generate the sentence describing that result, place it in the results section, insert the matching figure reference, and flag that the same result appears in the summary and must be worded consistently there. The medical writer then decides whether the sentence overstates the finding, whether the uncertainty deserves more emphasis, and whether the result belongs in the summary at all. The tool has removed the transcription work; the judgement about meaning is untouched.

Templates help and constrain

Reports and submission documents follow fixed structures, which is why drafting tools work well on them. The same fixed structure means a draft can look complete while a section is substantively wrong. Completeness of form is not evidence of correctness.