AI transformation
Choose an AI pilot worth running.
Use an AI expert to identify a recurring management workflow, define human review and compare the evidence needed before expanding an AI pilot.
Your question: We bought AI tools. How do we make them useful?
Create an account, then bring the question below to your AI expert.
A decision your team can review
An AI opportunity brief, a pilot charter and a value scorecard.Illustrative work · synthetic inputs · proposed pilot
- Synthetic baseline
- 95 min preparation + 55 min review and rework = 150 min mean active effort per pack; five of five accepted.
- Proposed effort target
- At most 120 min mean total active effort per comparable pack — 20% below baseline.
- Proposed quality guardrail
- Five of five accepted against unchanged criteria, with no material error; human approval before publication.
- Observed pilot outcome
- Not yet observed. No saving or quality result is claimed.
Bring the context you already have.
A recurring workflow
Map the gathering, synthesis, judgment and external actions behind a piece of work your team repeats.
A comparable baseline
Bring sample work and preparation, review and rework effort. Define what an accepted output means.
Permission and ownership
Name the workflow owner, authorized sources, reviewer and actions that require approval.
Upskill Decision Loop
From an open question to a bounded next step.
AI helps prepare the work. You validate the evidence and approve the commitments.
01 / SignalStart with repeated work and an owner.
A1 shows five review packs with a mean of 150 minutes of total active effort each. Preparation takes 95 minutes; review and rework take 55. This creates a question about workflow value, not a claim that an AI tool will save time.
AI helps: Map recurring work and identify where gathering and synthesis may help.
You decide: Choose a real workflow with an accountable owner and comparable accepted outputs.
02 / StructureMake the review and permission boundaries explicit.
Separate gathering, synthesis, management judgment and external action. A2 permits a draft from authorized material; final priorities and publication stay with the manager. Define material errors and the acceptance criteria before testing.
AI helps: Draft the workflow map, source register and a list of approval checkpoints.
You decide: Confirm source access, the reviewer and what must never happen without approval.
03 / OptionsCompare usefulness with the cost of getting it wrong.
Compare a review-pack draft, inquiry classification and an autonomous workflow. A human-reviewed pack is a bounded starting point for this example because A1 provides a baseline and A2 names a reviewer. It is not the best pilot for every organization.
AI helps: Compare repeatability, evaluation effort and the consequences of mistakes.
You decide: Choose a pilot the team can evaluate safely within its actual controls and capacity.
04 / PilotTest five comparable packs before widening the scope.
A3 proposes a two-week pilot with five comparable packs, an operations owner and a named manager reviewer. Use authorized samples, record preparation plus all review and rework, and approve the scope and spending before starting. Do not publish unchecked drafts.
AI helps: Prepare a pilot charter, review checklist and value scorecard.
You decide: Approve the samples, acceptance criteria, budget and review date; review each output before use.
05 / MeasureCount accepted work and total effort, not tool usage.
The proposed target is a mean total active effort of at most 120 minutes per pack, a 20% reduction from the synthetic 150-minute baseline, while all five packs meet the same acceptance criteria with no material error. No result has been observed. Include review and rework; record waiting separately.
AI helps: Compare like-for-like results and show whether effort, quality and controls support expansion.
You decide: Scale, revise or stop after inspecting actual results. These are workflow measures, not application response-time or activation targets.
Start with the decision you need to make.
After creating an account, bring this starting question and add context you are authorized to share. The question is displayed here; it is not automatically transferred through signup.
Help me choose a useful AI pilot for our recurring management work. Map preparation, review and rework, identify source permissions and human approvals, compare pilot options, and propose a small test measured by accepted outputs and total effort. Keep final decisions and publication with the manager.