Reviewed educational artifact · v1 draft
AI Growth Scorecard
Score each dimension from 0 to 4 based on how your business operates this month. The useful answer may be to simplify, document a review gate, or do nothing new yet.
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Current AI use
0 means AI is not part of the work. 4 means a small set of AI-supported workflows is used consistently and intentionally.
Content consistency
0 means there is no recurring market content. 4 means useful output continues through busy months and its purpose is understood.
Review discipline
0 means output could move forward without a real check. 4 means written human-review gates cover client, contract, and public-facing work.
Tool focus
0 means overlapping subscriptions and unclear ownership. 4 means each tool has a defined job and information moves only where intended.
Operator hours
0 means nobody can reliably run the workflow. 4 means an accountable operator follows a documented cadence and exception path.
Brokerage and policy alignment
0 means the relevant policies have not been reviewed. 4 means AI use follows written brokerage guidance and appropriate professional review.
Before adding another tool, identify what must stay human, what data should not enter a model, and who reviews the output.
The opportunity is usually consistency. Pick one recurring task and decide whether you have the operator hours to own it.
Existing practices may benefit from clearer handoffs, stronger evaluation, and fewer disconnected tools.
Do not automate by default. Look for one evidence-backed improvement while preserving the controls that already work.
Bring one recurring workflow and your honest operator-hours score. We’ll identify whether the practical next step is learning, a bounded implementation, an operated service—or no new system at all.