ECONOMICS
A meaningful operating cost
Time, revenue leakage, service risk or opportunity cost must justify the proposed spend.
Delivery method
More engineering discipline. Less AI theater.
Start with a measurable operational constraint, then choose the smallest set of tools capable of fixing it safely.
Implementation method
A good implementation survives the edge cases.
One owner, one baseline and a testable acceptance path beat a long feature wishlist.
01
Map the operating problem
Identify current work, exceptions, time cost and responsible owners.
02
Validate access
Check permissions, vendor constraints, integration behavior and security responsibilities.
03
Build the shortest complete path
Prefer deterministic rules when possible; apply AI where language and uncertainty justify it.
04
Exercise failures
Test duplicate messages, missing data, timeouts and human escalation.
05
Measure and hand off
Document support, ownership, result metrics and changes still excluded.
Decision criteria
We may recommend not building.
A workflow with no material cost, no sponsor or no safe integration is not an attractive automation project.
OWNERSHIP
A real internal owner
A person must approve business rules, interpret results and maintain the process.
SYSTEM FIT
Available, approved interfaces
The project must be deliverable within the client’s security and operational constraints.
Define the smallest useful fix
Start with the workflow
Tell us what repeatedly goes wrong, what systems are involved, and how your team handles it now.