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Description
The gap between a prototype that demos well and a system a business depends on is not model quality. It is retries, evaluation, cost control, observability, and a handover somebody else can maintain. This is the engineering layer around the model. What happens when the API is slow. How you find out behaviour changed before a customer does. What the thing costs per month at real volume. Who owns it after I leave. Sixteen years of enterprise delivery behind it, across banking, insurance, telecommunications, public sector and manufacturing.
What you'll get from this package
Retry, timeout and fallback handling around every model call in the system
Evaluation and regression tests that catch behaviour drift before a release ships
Additional details
Coaching delivered via live sessions.
Five to six sessions across a month. We take one prototype you already have and work through reliability, then evaluation, then cost, then the handover documentation. That order is deliberate, because it is the order these things break in.
Talk to a team member
Schedule a call with a Leland team member who can help you explore your options.
Schedule a call
More packages from Mirza
Custom hourly · $399/hr
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Mirza also coaches for Break Into AI Careers, AI & ML Engineering, AI for Data & Analytics, AI for Finance, AI for Product Development, AI for Sales & Marketing, and Build with AI. View all.

Offered by Mirza I.
Joined February 2026
4.93
Transform AI Strategy with Proven Framework
AI and cloud transformation programmes led at Accenture and Capco for clients in financial services, automotive, insurance, and rail. Harvard Business School Credential of Leadership, Impact and Management in Business. Speaker at W-JAX Munich, one of Europe's leading enterprise technology conferences. Transformation work at this level means understanding what strategy looks like inside constrained, regulated, high-stakes environments, and that experience shapes every conversation.
$2,713.20
8h of coaching