Glossary

Operating Glossary: The Vocabulary We Work In

Why this exists

Transformation work fails quietly when two people use the same word for different things. These are the definitions used in Fascia Labs engagements — written to be argued with, not memorised.

Operating

Operating friction
Work that exists only because of how the business is arranged: re-entry, reconciliation, chasing, waiting for one person's judgement. It is invisible on an org chart and expensive in a quarter. Operating Friction Field Guide
Operating model
How work, data, decisions, and accountability are actually arranged to produce a result — as opposed to how the org chart says they are.
Decision right
The named authority to make a specific decision without escalation. Most slow companies have unclear decision rights rather than slow people.
Handoff
A point where work changes owner, system, or format. Handoffs are where most friction, rework, and data loss concentrate, which makes them the first place to look for AI leverage.
Rework loop
A cycle where work returns to a previous step because of missing information or an unmet standard. Rework loops usually cost more than the step they protect.
Revenue leak
Revenue that was won and then lost to operating causes: failed activation, missed renewal signals, unbilled work, silent churn, scope given away. Revenue Leak Diagnostic Checklist
Workflow map
A one-page drawing of a process end to end, including handoffs, waiting, rework, and manual steps. If it does not fit on a page, it is a diagram, not a decision tool.
Utilization drift
The slow gap that opens between the work a services team is paid for and the work it actually performs. It shows up as margin erosion long before anyone calls it scope creep.
Operating cadence
The rhythm at which a company reviews priorities, evidence, and outcomes. Cadence, not effort, is usually what determines whether decisions compound.

AI & implementation

AI readiness
Whether a specific workflow has the clarity, data, decision ownership, integration path, skills, and governance for AI to reach production — not whether a company is enthusiastic about AI. AI readiness assessment
AI opportunity portfolio
A short ranked list of candidate AI-enabled changes, each scored for value, effort, dependency, and risk, with the top few expanded into workflow detail. AI opportunity assessment
Last mile
Getting model output into the system where work happens, at the moment it is needed, with the permissions and audit trail that system requires. Commonly the majority of the work in an AI project.
Pilot purgatory
The state where AI pilots keep succeeding technically and never reach production, because nothing was ever attached to a decision, an owner, or an existing metric. Why AI pilots fail
Augmentation vs automation
Automation removes a step; augmentation makes a human faster at one. Augmentation is easier to ship and easier to over-count, because the original work often remains.
Human in the loop
A review step where a person approves or corrects model output before it takes effect. Useful for risk, costly when it silently reintroduces the work AI was meant to remove.
Model-agnostic
Designing the workflow change so the underlying model or vendor can be swapped without redesigning the process. Practical insurance in a market that reprices every few months.
Data definition drift
The same field meaning different things in different systems or teams. It is the most common reason an accurate model produces output nobody trusts.

Product leadership

Product operating model
How a company decides what to build, who decides it, how evidence reaches those decisions, and how outcomes are measured. Product operating model
Fractional CPO
An experienced product executive embedded part-time on a committed days-per-week basis, owning product decisions and structure rather than advising from outside. The Fractional CPO practice
Decision packet
A one-page artifact that carries a decision: the question, the options, the evidence, the recommendation, and who decides. It replaces the meeting where the decision would otherwise be re-litigated. The Decision Packet Template
Discovery cadence
The regular rhythm at which customer evidence is gathered and fed into prioritization — before commitment, so discovery can disconfirm rather than only confirm.
Product operating review
A fixed-scope assessment of strategy, prioritization, discovery, measurement, team design, and AI-in-product, ending in a prioritized set of changes. Product Operating Review
Outcome ownership
A team being accountable for a business result rather than for shipping a list. Without it, roadmaps become output schedules and measurement becomes optional.