LensReading which lens this session carries.
GB11C-1007In flightcritical materiality

Cost line at revise

Farrah Novak

AI GBS & Global Business Services · Cost-to-Serve Management · GB11C Automation Economics Position

$29.8m

value

89%

confidence

29

people affected

2d 20h

age

2d 14h

sla

86%

progress

Currently held by

Margin of Automation Agent

An agent owns the next move

Raised by

Aaron Tanaka

Requester of record

At station

Revise

Strategy layer · station 6 of 7

Where this train is on the line

GB11CAutomation Economics PositionJudgment · 7 stations

Frame question

27 q

Gather evidence

28 q

Model options

3 q

Draft position

39 q

Challenge

31 q

Revise

1 live

Ratify

4 q

Evidence trail

Every station this unit has passed, who acted, and what they left behind

This is the readable trail.

  1. Cleared gather evidence

    -4104m

    Inference Cost Agent

    Inputs, rule version and output hash written to the evidence log

  2. Cleared model options

    -3283m

    Volume Attribution Agent

    Inputs, rule version and output hash written to the evidence log

  3. Cleared draft position

    -2462m

    Chargeback Agent

    Inputs, rule version and output hash written to the evidence log

  4. Cleared challenge

    -1642m

    Benchmark Agent

    Inputs, rule version and output hash written to the evidence log

  5. Holding at revise

    -821m

    Margin of Automation Agent

    Inputs, rule version and output hash written to the evidence log

What happens next

The next station and its rule

Ratify

run by Head of Service Economics · Policy layer

Held for a named human when the unit exceeds the cost line decision envelope, when confidence falls below the floor, or when a policy clause is engaged.

approver Head of Service Economics

Why the signal is what it is

Derived from time against commitment, not from the state

Red. This item is past the time it was committed to and it is either high or critical materiality or wide enough downstream to matter. Red says nothing about who holds it: an item can be red and still be moving through an agent that has not stopped.

clock 2d 20h against a commitment of 2d 14h · 109% of the time used
materiality critical · blast radius 29 records or people downstream
state in-flight — held separately, and deliberately not part of this reading

Past SLA by 5h 28m · 29 people or records downstream of this decision

Open the escalation lane