Resources
Decide what the first trial should prove.
Design a focused evaluation of operational usefulness, not connectivity alone.
The approach
How does it work?
- 01 Choose a problem
Agree on goals and checks first
- 02 Prepare together
Reduce duplicated preparation across projects
- 03 Validate at the site
Use evidence to decide the next investment
- 04 Expand
Reuse the foundation for the next use case
Details
Scope and considerations
Define success in one sentence
Include target, action and evaluator: an owner can inspect before/after-stop evidence for one equipment group. Separate data availability, usability and workflow change, and agree targets after measuring a baseline.
Limit scope, include exceptions
Limit equipment, products, periods, tags, users and systems, but include stops, restarts, changeovers and disconnection. Normal-only evaluations leave important operating questions unanswered.
Record the baseline
Measure current investigation time, consolidation effort, unclassified states and response records. Repeat under comparable conditions and document changes in workload or product mix.
Evaluate agents by stage
Evaluate retrieval correctness, evidence, proposal fit, authorized execution and result verification separately. Fluency alone is insufficient. Read-only, proposal and simulated workflows can precede physical changes.
Prepare the operational decision
Combine results with open issues, data remediation, expansion cost, operating owners and maintenance terms. A successful demo is useful only when it supports an informed next-stage decision.
Start together
Tell us what you want to improve first.
Tell us about your equipment, data and priorities to review a path from connection to operations.