inAi builds AI-assisted workflows that can gather information, prepare a decision or action, request approval and interact with agreed tools.
The starting point is the business process, not a promise of unrestricted autonomy. Some steps are better implemented as ordinary software rules; others benefit from model-based interpretation or generation.
Define what the system may do
Specify the available tools, permitted records, approval requirements and conditions that must stop a run. Distinguish preparing an action from executing it.
For example, a system can classify a service request, retrieve context, prepare a response and propose updating a case. Sending a message or changing a record can remain subject to approval. The approved content, destination and current record version must match what is actually executed.
Build the surrounding controls
A useful workflow needs a state model, tool interfaces, permission checks, retry rules and an activity record. It also needs a clear answer to duplicate events, timeouts, a changed record, expired approval or a rejected action.
Human approval should be enforceable in the backend, not simply a button that a model is instructed to wait for. External side effects need explicit controls and a way to investigate what happened.
What inAi can deliver
Depending on scope: process mapping, tool integrations, structured action proposals, user review screens, role checks, policy validation, workflow orchestration, evaluation, monitoring and operational documentation.
We can begin with read-only or draft-only behaviour. More consequential actions can be added when the workflow and controls have been tested and the responsible people have approved that scope.
Use a bounded pilot
Choose one workflow with identifiable inputs and outputs. Agree the successful path and the exceptions before implementation. Include realistic conditions: missing information, contradictory requests, an unavailable tool, duplicate events and a user who lacks approval rights.
The pilot should establish which work is actually completed, which cases need a person and how the system recovers. A recording of the happy path is not enough to establish those boundaries.
Operating responsibilities
Decide who monitors failed runs, who can pause the workflow, how tool permissions change and how an update is reviewed. Define the difference between a software incident and a business exception that the system correctly escalated.
The right level of automation depends on the consequences of an error and the surrounding process. We do not assume that removing every human review is the objective.