Choose a repeatable task with a reviewable output
A useful starting point is a bounded task with clear inputs and an output a person can check. Examples include drafting an internal account brief from approved sources, preparing a follow-up draft from reviewed meeting notes, or adapting approved long-form content into shorter formats. The aim is to test whether the whole workflow improves, including review and correction time.
Account research: separate facts from hypotheses
An account brief can organize approved public information and identify questions for a conversation. Require source links for factual claims and label inferences as hypotheses. A human should confirm key details before using the brief in outreach. Do not allow a plausible but unsupported claim to become a statement about a prospect.
Follow-up drafts: preserve the actual commitment
A drafting workflow can turn approved meeting notes into a proposed summary, action list, and follow-up email. The reviewer must check names, dates, responsibilities, commercial promises, and omissions. The system should prepare a draft for approval rather than send it automatically. If the notes do not establish a commitment, the draft should not invent one.
Content adaptation: protect meaning and attribution
An approved article can supply material for a short post, email introduction, or discussion prompt. Review the adaptation for changed meaning, unsupported statistics, and missing context. Keep any source attribution that remains relevant. The value comes from reducing repetitive preparation while preserving the standards of the original material.
Define access and failure handling
Use approved tools and inputs. Identify who can view the data, how long it is retained, and where outputs are stored. Exclude sensitive or confidential material unless its use is explicitly approved. Give the workflow an owner and a clear response when information is missing, uncertain, or wrong.
Evaluate total effort before expanding
Compare the pilot with the current process using completion time, correction effort, quality, and user adoption. Include ordinary and difficult examples. A workflow that produces a first draft quickly may still consume more time overall. Expand only when the evidence supports it, and preserve a straightforward way to return to the prior process.
Put the question to work
Explore the Commercial Growth Diagnostic to examine these issues in the context of your business and build a prioritized action plan.