Many scenarios but unclear priorities
Place business impact, feasibility, and risk in a single evaluation framework.

AI STRATEGY
Through business interviews, process and data inventory, and value and risk assessment, identify priority enterprise AI scenarios.

Before investing in models and system development, validate business value, data conditions, and governance boundaries.
Place business impact, feasibility, and risk in a single evaluation framework.
Establish observable success metrics and distinguish demo effects from production value.
First confirm permissions, audit trails, human review, and acceptable risk.

Output scenario priorities, value and risk assessments, a first-phase roadmap, success metrics, and governance boundaries.
Prepare key processes, business owners, representative inputs and outputs, and existing metrics when starting. Use evidence to select the first investment.
Interview key roles, sample business processes, and record task frequency, duration, errors, and dependencies. Rank scenarios by value, data availability, technical feasibility, and risk.
Deliver problem definitions, current-state baselines, required data and interfaces, owners, pilot scope, and success and stop conditions for each priority scenario, so the client can decide on the next phase.
The diagnostic phase does not by default include production development, full data governance cleanup, or fixed revenue commitments. If data or permissions are insufficient, list them as prerequisites rather than filling gaps with assumptions.
No. Start by defining the business task and acceptance criteria, then compare models, tools, or whether AI is needed at all.
First, evaluate available sources and responsible parties. Data preparation can be part of the first-phase scope, but it should be separated from the work and acceptance of AI application development.
Not necessarily. The assessment should support decisions to continue, adjust, or stop, and can also be used by the client's internal team or other implementation parties within an agreed scope.

Describe the goals, current state, and expected timeline, and we will organize the next steps accordingly.