Scenarios
It found the power users
Reworked search ranking — risky for a feature most orgs barely touch. Outcome: verdict · 5 h. 4 held · 1 adaptation (cohort synthesized) · 0 escapes
one control point a woven topology
“a one-line bugfix” ●shipped · 41 min“a CLI release to every laptop” ↶re-pinned in 51 s · then shipped“a mobile feature stuck behind store review” ●shipped · one binary“a rewrite that claims it’s 10× faster” ●proven · 2.1M comparisons“a risky change to a feature most orgs ignore” ●verdict · 5 h“a new skill for your agent fleet” ●fleet-wide · 0 broken sessions“a feature that spans API and UI” ●shipped · 3 days“one contract across three services” ●zero drift · one 40-min hold“a feature built on another feature” ●2 ships · 1 graph“the change that looked safe” ↶reversed · 43 s
search-power-user-cohort
VERDICT IN 5HIt found the power users
Reworked search ranking — risky for a feature most orgs barely touch.
The plan — drafted before anyone saw it
Strategy A/B against control — but only where signal is dense
Control points One multivariate control point, PM-declared success metrics
Gates significance window closes · PM metric met
Guardrails search success rate · zero-results rate
Rollback engagement dips → variant off, control holds
Ramp — planned outline, actual fill
cohort
10%
50%
100%
The run — from the decision log
T+0m read: 60% of orgs barely search — their metrics would be noiseheld
T+1h tagged: users with new search_depth metadata mined from query logsadapted
T+2h sequenced: top-decile searchers first — the 40 orgs that live in searchheld
T+5h gate: significance window closed — verdict in five hours, not three weeksheld
T+6h done: ramped wide with the verdict already banked
4 held · 1 adaptation (cohort synthesized) · 0 escapes
learnedsearch_depth metadata persists — every future search rollout starts high-signal.