Work
A named job, bounded inputs, and a measurable output. No agent begins with a blank mandate.
The Sophizo operating model
Agents need a job. Your company needs a new constitution.
An agentic operating model defines how people and agents share work, authority and accountability. Sophizo connects the workflow, data and review rules before extending automation. Each agent gets a named owner and an R1 to R4 boundary, with evidence required before the operating scope grows. See governed AI teams.
An independent forward-deployed team works with operators to set risk levels, ownership and approval boundaries across providers.
The premise / 02
Five mechanics. One operating system.
Authority
Decision rights travel with the work. Escalations are designed before an exception arrives.
Evidence
Every consequential output has a trace: source, reasoning, reviewer, and disposition.
Incentives
People are rewarded for outcomes and oversight, not the volume of activity an agent can create.
Rhythm
Agent performance enters the same operating cadence as revenue, risk, and capacity.
The transition / 03
Change in the order that keeps trust intact.
Establish an observable baseline. Operate a bounded workflow. Earn permission to extend it. Progress is visible, no one is asked to take a leap of faith.
- Weeks 1–401
Map
Name manual handoffs, establish the operating baseline, and leave with one agent-ready workflow.
- Weeks 5–1202
Pilot
Operate three to five bounded, low-risk agents against a live comparison of predicted and actual capacity.
- Weeks 13–1603
Correct
Use real operating data to recalibrate workflow, review budget, authority, and span-of-control assumptions.
- Months 5–904
Scale
Extend only patterns that cleared quality, capacity, risk, and business-outcome thresholds.
- Month 10+05
Institutionalize
Build new teams agent-first, with ownership, evidence, review, and retirement rules present from day one.
Governance is operational / 04
The question is never “can it?”
It is “who can answer for it?”
See why safe agents can create unsafe handoffsFor every consequential workflow, Sophizo makes three owners explicit: the business owner accountable for the outcome, the system operator accountable for the evidence trail, and the reviewer accountable for approval or override. A named owner and a clear authority boundary travel with each workflow, regardless of provider.
Start with one team and one bounded job. Expand only when evidence, controls and named owners are ready. R1 reads and drafts, R2 changes internal records, R3 acts externally only with approval, and R4 prepares while a human decides and executes. A forward-deployed team sets those levels with the people who own the work.
One decision / three named ownersTRACE 01, 03
01
Owns the outcome
Business owner
Outcome, acceptable risk, and the decision to continue or stop.
02
Proves the operation
System operator
Operating quality, access scope, and a complete evidence trail.
03
Holds the moment
Reviewer
Approval, exception, or override at the consequential moment.
The company design decision / 05
Six functions. Six decisions the old org chart cannot answer.
Agentic work does not remove ownership. It moves ownership closer to the decisions that can compound quietly.
Function / pressure pointControl consequence
01
Finance
What must be true before an agent earns a place in the cost base?
Finance owns the baseline, sensitivity model, and proof that a recurring AI cost creates more operating capacity than risk.
02
IT & Security
Who is allowed to act, and how do we stop it without stopping the business?
IT & Security turns each agent into a scoped operating identity: least-privilege access, observable actions, and a rehearsed recovery path.
03
Legal
Where does a fast answer become a liability the company cannot delegate?
Legal converts exposure into decision rights: review thresholds, vendor disclosures, records of reliance, and the moments where human approval is non-negotiable.
04
HR
What is a job when the execution layer is no longer human?
HR redraws roles around specification, judgment, and oversight, then makes the new expectations real in skills, incentives, and performance conversations.
05
Marketing
Can the company defend every promise an agent puts into the market?
Marketing owns claim provenance and release discipline, so buyer-facing language stays accurate, reviewable, and attributable to a named human.
06
Product & Engineering
What would make us pause, correct, or retire the capability?
Product & Engineering ships bounded capability with test cases, telemetry, intervention paths, and a retirement rule, not a permanent experiment.
The evidence layer / 06
Your company already produces the evidence. The operating model makes it usable.
The 92-node graph policy connects revenue reality, customer momentum, operating friction, and decision history, without replacing accountable judgment.
Explore the Signal StackConnected systems, governed decisions, named accountability.