Urgent.News

What's breaking now, across thousands of outlets.

AI

The AI Demo Worked. Here’s What Production Will Ask For.

The Demo Answered a Different Question Almost every AI initiative has a moment where the demo lands. The assistant answers the question, the extraction pulls the right fields, the agent completes the task. The room is convinced. Then the project stalls somewhere between that meeting and a system people rely on every day. This usually isn’t because the demo was misleading. A demo answers “Can this…

The AI demo showcased the potential of an innovative system; however, production will have different demands. Production will require the product to work consistently and reliably with real-world data, maintain the same behavior despite updates, protect data access rights, ensure security against attacks, and comply with regulations.

The AI must also be built to handle large volumes of data and transactions, with appropriate cost considerations. It is crucial to own the development and ensure the product is built to last. While a demo can be a helpful starting point, building a fully functional, production-ready AI system requires careful planning and a focus on real-world requirements.

Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

Read the original at dev.to →

More in AI

How is AI-MedTech in India regulated?

While the CDSCO’s July 2026 guidelines on software and AI use in medical devices address some important issues, what India needs is more than guidelines: it needs a clear, statutory framework that is…

Measuring AI Visibility: A Practical Framework for Reliable Results

As AI-powered search and assistants become part of how people discover brands, products, and information, developers and analysts face a new measurement challenge.

  • Define observable signals: brand mentions, citations, recommendations, and accuracy.
  • Establish a well-defined query set relevant to the evaluation's investigation.
  • Explicitly state the chosen unit of analysis, such as individual responses or query-level metrics.

More from Thursday 15 October →