1-PlatformPlaybook Studio
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F03Intelligence(Foresight)SignatureEngine-ready

Friction finder

Finds friction that keeps coming back (rooms or series that start late, places people keep searching for, rules that cause bounces and no-shows), names the likely cause, proposes the fix and proves the minutes recovered after it

Simulate
Readiness
0 Concept
Release wave
Wave 3 (Q2 to Q3 2027)
Group
Learn
Risk tier
R2
Autonomy at design
Ask
Autonomy at launch
Ask
Version
2.0.0

Settings: Pattern thresholds, look-back weeks, fix types allowed

Serve

Who benefits
Everyone who meets friction
Adverse experience to avoid
Changes published without approval

Authority

System owners
FM owner, Workplace owner
Declared scopes
A02A16A25A26

Flow

When
Triggers
T50Pattern detectedAll

A friction pattern crosses its threshold

T16Wayfinding search loggedWayfinding

Places people keep searching for

If
Context
C28Stage durationsAll

Minutes lost at the stage, before the fix

TTL 120s · on unknown: skip

C55Likely causeAll

Likely cause: late arrival, technology, room, rule or route

TTL 120s · on unknown: skip

C06History patternBooking rules

Bounce and no-show evidence per rule

TTL 120s · on unknown: skip

Then
Ask and act
A02Ask with answers6All

Owner approves the proposed fix

RiskR0
Conflict key
run:{run}:ask
Compensation
withdraw the ask
Retry safe
Yes with dedup

Timeout 600s · on timeout: compensate

A16Raise tickets7Late starts

Room or AV fix ticket

RiskR1
Conflict key
ticket:{asset}:{category}
Compensation
cancel the ticket
Retry safe
Yes with key
A26Kiosk shortcuts8Wayfinding

Kiosk shortcut and signage

RiskR0
Conflict key
kiosk:{kiosk}
Compensation
remove the shortcut
Retry safe
Yes
A25Change rules9Booking rules

Booking rule changed

RiskR2
Conflict key
policy:{rule}
Compensation
restore the prior rule version
Retry safe
Yes
Verify
Read-back
V18Friction reduceds10All

Minutes at the stage after the fix, against before

Evidence

Time stage
All
Metric
Friction minutes recovered
Basis
Measured
Evidence grade
Observed
Fallback on failure
Device left as is; ticket raised; owner notified