Discover the real constraint
Turn ambiguous needs, workflow friction, and stakeholder goals into testable requirements.
AILI Certification 04 / 08
Develop the client-facing engineering discipline to discover the real problem, integrate AI into live workflows, evaluate it with users, and guide the solution into sustained adoption.
What you will be ready to do
Close the gap between a polished demo and a useful production system.
This program combines live learning with applied practice so you leave with a repeatable approach and evidence of what you can do.
Turn ambiguous needs, workflow friction, and stakeholder goals into testable requirements.
Build against real users, data boundaries, systems, and operating conditions.
Measure usefulness, quality, risk, and workflow fit with the people who will use the system.
Document architecture, operations, ownership, and a credible path from pilot to production.
Inside the intensive
Interview stakeholders, map workflows, identify constraints, and write testable problem statements.
Select patterns, prototype quickly, and make architecture decisions around the customer environment.
Connect the system to workflows, design meaningful tests, and refine it with user evidence.
Plan change, monitoring, support, documentation, and ownership after the initial deployment.
The two-week capstone
Take a real workflow from discovery through a production-ready solution plan, including a prototype, evaluation results, adoption strategy, and technical handoff.
Who this is for
Tell us what you want to be able to do, and we’ll help you choose the right certification and next cohort.