AI can help with language-heavy work, but each workflow needs a clear boundary. Use deterministic rules for exact routing and calculations, and consider AI when interpretation or drafting is the difficult part. The ideas below are candidates to test, not claims of time savings.
Ten candidates to evaluate
- Inquiry classification: suggest a service category from a message, with a fallback for uncertain results.
- Support draft replies: retrieve approved guidance and prepare a response for an agent to review.
- Meeting summaries: extract decisions and proposed tasks from an authorized transcript.
- CRM note cleanup: suggest structured fields while preserving the original note for review.
- Document intake: extract requested fields and flag missing or ambiguous information.
- Proposal outlines: draft a structure from approved scope notes; keep pricing and commitments under human control.
- Content repurposing: prepare draft formats from an approved source without inventing facts or quotes.
- Internal knowledge search: retrieve relevant documents with source links and appropriate access controls.
- Feedback grouping: suggest themes from customer comments and allow reviewers to inspect the underlying examples.
- Reporting commentary: draft an explanation of verified metrics while keeping calculations outside the language model.
Choose a bounded first pilot
Pick a repeated task with representative examples, a clear reviewer, and a reversible output. A draft reply is easier to evaluate than an agent authorized to change billing. Map the current steps and measure time spent, error types, and rework before choosing a tool.
Use a small evaluation set that includes routine, ambiguous, and out-of-scope inputs. Define what acceptable output means in advance: correct category, supported facts, a useful source link, or an explicit request for review. Do not rely on a polished demonstration alone.
Set operating boundaries
Limit data access to what the task requires. Treat incoming documents and messages as data, including text that asks the assistant to ignore its instructions. Validate structured outputs before passing them to another system. Require approval for consequential actions, and keep a record of what was proposed and what was executed.
Specify timeout, retry, cost, and escalation behavior. If a model or integration is unavailable, the work should reach a visible manual queue rather than disappear. Assign someone to review failures and update the evaluation examples.
Decide whether to expand
Compare pilot results with the baseline, including reviewer time and operating cost. A workflow that saves drafting time but creates more correction work may not be worthwhile. Use the ROI estimator for planning and AI automation services for implementation scope. For system-of-record handoffs, follow the CRM workflow guide.
