Choose a task worth improving
Prioritize repeatable work with a measurable result.
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We map the existing process from request through completion: inputs, systems used, handoffs, delays, and review effort. Suitable candidates may include preparing meeting briefs, drafting follow-ups, comparing approved documents, or organizing internal information. Each needs a named business owner.
We compare expected benefit with integration effort and the consequences of an error. Tasks requiring uncertain source information or expensive corrections may need process improvements before AI is useful. We record reasons for both pursuing and deferring each candidate.
Define the pilot and evaluation
Agree the sample work, baseline, budget, and release decision.
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A pilot specifies users, permitted information, sample tasks, expected output, and the person who accepts the result. Tests include ambiguous requests, missing information, and examples where the system should ask for clarification or return a failure.
We compare completion time and accepted output with the existing method, including the time spent reviewing and correcting work. The project defines success thresholds, spending limits where supported, and an agreed decision point for expansion, revision, or stopping.
Turn findings into a rollout plan
Deliver a documented recommendation rather than an open-ended experiment.
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XL AV can provide a workflow map, prioritized backlog, platform assessment, pilot configuration, and evaluation report within the agreed scope. We identify integrations, staff training, and maintenance work needed for a wider deployment.
Bring sample work, a list of systems, existing subscriptions, and the constraints your team faces. Access to production records or automated write actions is a separate implementation decision, established after the pilot requirements are clear.
