Applied AI, software and intelligent systems.Built around measurable operating outcomes.
Educational assessment

Evaluate one workflow before selecting technology.

Score each dimension from 0 (not established) to 4 (well established with evidence). The result is a planning band, not approval.

01Business impact

Would improving this workflow materially affect cost, cycle time, quality, revenue, risk or capacity?

02Volume and repetition

Does the workflow occur often enough for a system improvement to matter?

03Workflow stability

Are the main steps, inputs, decisions and exceptions sufficiently understood?

04Baseline evidence

Can the current performance be measured before implementation?

05Data access

Can authorized data be accessed lawfully, securely and reliably?

06Integration feasibility

Can required systems expose supported interfaces or controlled alternatives?

07Evaluation method

Can quality and failure be tested against representative cases?

08Human authority

Are approvals, escalation paths and accountable owners explicit?

09Risk and reversibility

Can errors be contained, detected and reversed at acceptable cost?

10User adoption

Will the actual users participate in design, testing and operating change?

11Operating ownership

Is there a funded owner for monitoring, incidents and controlled improvement?

12Decision timing

Is there a real deadline, sponsor and budget path for the next decision?