AI agents in industry: uses, limits and trial conditions
An AI agent can search documents or use tools to prepare an answer. Its usefulness depends on the available sources, access permissions and checks performed by the team. The uses below are evaluation options, not results from client assignments.
Start with a task that can be checked
Finding a reference in a manual, comparing maintenance reports or preparing a consumption summary gives the trial a defined scope. The expected output must be checked against the original documents. A plausible answer without a source is insufficient for deciding on an intervention.
For maintenance, the tool can bring together reported symptoms and previous interventions. The technician then checks references, versions and whether the information concerns the actual equipment. Similar symptoms can have different causes.
Separate analysis from control
An initial trial can use document copies and historical data with read-only access. Any action on equipment remains subject to site procedures, authorised personnel and acceptance criteria defined before the trial.
A model suggestion does not replace machine safeguards or on-site diagnosis. In regulated environments, applicable requirements need to be assessed with the quality manager according to the system’s actual use.
Evaluate support for energy analysis
The tool can help compare consumption curves, production schedules and operating events. Periods, units and missing data must remain visible. An observed deviation is a lead to investigate with the team; it does not establish achievable savings.
The energy assessment defines the required measurements and comparison conditions. Savings calculations need to account for production, settings and operating conditions.
Define trial criteria
Build a set of questions with verified answers. Record correct answers, incorrect references, omissions and the time needed for review. Also test requests that the available sources cannot answer.
The decision to proceed depends on these observations and the cost of maintaining the data. Access rights, answer traceability and responsibility for decisions belong in the scope. Describe a technical support need.