How we work

Workflow first
Model second

Every project has an owner, stop conditions, shadow mode, and measurement before autonomous action is enabled.

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5 decision phases

Each phase turns uncertainty into a decision

The process is not a linear promise of deployment. At every gate, the owner can continue, change scope, or stop the work.

01

Frame the workflow

Together we separate recurring work from decisions that must remain with a person.

Input
A specific work stream, its owner, and available input examples.
Output
A concise workflow brief with scope, exceptions, and accountability.
Decision gate
Is the scope precise enough for meaningful measurement?
02

Establish the baseline and risk boundaries

We capture current performance, sensitive data, permissions, and the conditions that should stop the work.

Input
A case sample, current steps, and a map of system access.
Output
A baseline, risk register, and proposed stop conditions.
Decision gate
Is the workflow safe and valuable enough to prototype?
03

Build a restricted prototype

We build a narrow flow without production autonomy and with the least possible privilege.

Input
Approved rules, examples, and a safe test context.
Output
A prototype that prepares drafts and records its working trace.
Decision gate
Do the drafts meet the agreed quality threshold for shadow mode?
04

Validate in shadow mode

The team compares agent drafts with real work while the agent performs no production action.

Input
Real inputs, an evaluation sample, and a named domain reviewer.
Output
A quality evaluation, failure patterns, and revised operating boundaries.
Decision gate
Does the owner approve a controlled pilot, or should the flow change or stop?
05

Hand over with controls

Enabled steps, approvals, and monitoring receive a clear owner and a path back.

Input
A validated workflow, approved permissions, and the owner’s decision.
Output
An operating playbook, monitoring, rollback, and the next review plan.
Decision gate
Operate, iterate, or stop — with a named owner for the decision?
Measurement

Metrics are agreed before the pilot

A baseline and evaluation sample prevent an impression from being presented as an outcome.

Completion quality

How many outputs meet the criteria agreed in advance.

Human corrections

What a reviewer edits, rejects, or returns for more context.

Workflow cycle time

A comparison of the same work scope before and during validation.

Cost per completed case

Operating cost is tracked with quality, never in isolation.

Roles

Decisions have named owners

Workflow owner

Holds the scope, approves boundaries, and makes go, change, or stop decisions.

Domain reviewer

Evaluates outputs on real cases and identifies risky exceptions.

InovatorAI

Leads design, implementation, measurement, and control handover without taking over company accountability.

Fit

When this way of working makes sense

Good fit

  • A recurring workflow with a named owner.
  • An available input sample and a way to evaluate it.
  • Willingness to start in shadow mode and stop when risk appears.

Not a good fit

  • A one-off idea without an owner or real user.
  • A request for full autonomy without measurement or approval.
  • A workflow for which even a test sample cannot be made safely available.
FAQ

Questions about the process

Do we need to choose an AI model first?

No. The model and tools follow only after the workflow, data, permissions, and measurement method are understood.

What happens if shadow mode does not pass?

The outcome can be a scope change, more validation, or a stop decision. A failed gate is not a reason to enable a risky step.

Who decides whether to launch?

The named workflow owner on the company side. InovatorAI prepares evidence and a recommendation but does not take over company accountability.

When is an autonomous action enabled?

Only for a specific step that has been measured, has least-privilege access, monitoring, and an approved path back.

Do you have one workflow worth assessing?

Send its current steps, owner, and expected outcome. The initial assessment remains private.

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