Bring real examples
The best pilot input is not a perfect process document. It is a set of real examples: inquiries, quote templates, order updates, production notes, payment reminders, or owner reports.
Thirty to fifty examples are usually enough to understand fields, edge cases, missing information, and review expectations for a first workflow.
Define the approval owner
Before the pilot starts, decide who approves customer-facing drafts. This might be the owner, sales lead, operations manager, production manager, or finance contact.
Without an approval owner, AI-prepared work can become another queue that nobody trusts or reviews.
Document tool boundaries
The pilot should define which tools are used for context and which tools are off-limits. Common early sources include email exports, spreadsheets, CRM notes, quote templates, product data, and accounting summaries.
The first pilot does not need deep integrations everywhere. Manual samples, CSVs, or selected exports can prove the workflow before connecting production systems.
Review success in operational terms
Success should be judged by whether the team can understand the summaries, review draft actions, identify missing information, and see a clearer owner brief.
Avoid fake precision. Early pilots should produce evidence around workflow clarity, review quality, and team adoption before making larger ROI claims.