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State of AI in Media & Publishing

Pilot Design Template

The four decisions that make a pilot measurable — split, metric freeze, baseline, decision gates — as a worksheet you attach to the agreement.

The four decisions that make a pilot measurable — as a worksheet you complete with the vendor and attach to the agreement. Any section left blank is where the post-hoc storytelling will enter.

Section 1 · The split

  • Treatment group. Properties or sections where the product will be enabled.
  • Held-back group. Comparable properties or sections that stay unchanged — the counterfactual.
  • Selection rule. Why these — ideally “entire eligible set” or a stated criterion, never chosen after results.

Comparability check: the two groups’ weekly trends must move together during the baseline, or the comparison is repaired before the post-period counts.

Section 2 · Metric freeze

  • Primary metric and exact definition. e.g. multi-page session share = sessions with >1 pageview ÷ sessions; distinct-article counting stated.
  • Secondary metrics.
  • Counting rules. Bot filter, de-duplication, distinct-content units.
  • Freeze date. Before enablement, in writing.

Section 3 · Baseline

  • Instrumentation live from (day zero).
  • Measurement-only period (weeks). Floor: 4.
  • Enablement date — the intervention anchor. A named day. Every later claim hangs on it.
  • Instrumentation faults found and fixed during baseline.

Section 4 · Windows and integrity bounds

  • Post-period length. Minimum: one full quarter past launch — long enough to see past the launch bump.
  • Launch window vs steady-state window. Both will be reported.
  • Week-invalidation rule. Tracking gap, migration or retag on either group ⇒ the week is dropped.

Panel balance: every property present every counted week, or the week is dropped. Analysis ends at the last clean date for the whole panel — not the calendar.

Section 5 · Decision gates

  • Success condition (pre-agreed). Treatment exceeds held-back group by ___ points on the primary metric over the steady-state window.
  • Failure condition — the vendor completes this sentence. “If ___ by ___, it isn’t working.”
  • Off-test (optional, powerful). A scheduled pause late in the pilot; expected: metric returns toward baseline, recovers on resume.
  • Decision date and owners.

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