Technical
6 min read • Updated for 2026
From Labs to Products
A practical roadmap to move from experimentation to production with evaluation, monitoring, and trustworthy governance.
What you’ll learn
- How to define the right success metrics and baselines.
- How to evaluate quality, safety, and cost—together.
- How to ship and monitor models with confidence.
Key takeaways
Production AI is less about a single model and more about a system: data quality, evaluation, monitoring, and iteration loops. Teams that win set up repeatable processes early.
At Istanbul AI Bridge, we’ll share case studies on retrieval, agents, multimodal UX, and governance—so you can take the playbook back to your organization.