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Production AI hardening, evals, fallbacks, cost and latency

Production AI hardening, evals, fallbacks, cost and latency

Offered by Mirza I.

4.93

()

Transform AI Strategy with Proven Framework

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Studied at Harvard Business School

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Works at n8n

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. Building software and automation systems since 2011, with enterprise delivery, across banking, insurance, telecommunications, public sector and manufacturing.


What you'll get from this package

Retry, timeout and fallback handling around the model calls that affect users or business-critical flows

Evaluation and regression tests that surface 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.

Refund Policy

Mirza I.

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.

Coaches professionally

Experience level: Executive

400+ people coached for AI Services

$2,713.20

8h of coaching