Xebia

Most enterprise AI doesn't fail in the lab. It fails the day it meets real transaction volume, compliance reviews, and a live integration layer.

Preetpal Singh, our GMD of product and platform engineering, gets into exactly that in a new Unite.AI interview. After 26 years across financial services, healthcare, and manufacturing, his read is simple: the interesting moment isn't the pilot, it's everything after it.

"A model can perform well in testing, but once it's operating at full transaction volume, latency, monitoring, and failure handling become critical."

He's also blunt about a common trap: treating a successful pilot as proof of readiness. Real readiness looks like structured data, stable integrations, defined governance, and clear accountability when a system acts on its own.

Check out the full interview here: https://okt.to/Lmr0pV

Over the past months, we've spoken with Data & AI leaders across industries about the forces reshaping their organizations.

𝗔𝗻𝗱 𝘁𝗵𝗲 𝗼𝗿𝗴𝗮𝗻𝗶𝘇𝗮𝘁𝗶𝗼𝗻𝘀 𝗽𝘂𝗹𝗹𝗶𝗻𝗴 𝗮𝗵𝗲𝗮𝗱 𝗮𝗿𝗲𝗻'𝘁 𝗻𝗲𝗰𝗲𝘀𝘀𝗮𝗿𝗶𝗹𝘆 𝘁𝗵𝗲 𝗺𝗼𝘀𝘁 𝗶𝗻𝗻𝗼𝘃𝗮𝘁𝗶𝘃𝗲.

💡 They're the most adaptable.

As GenAI, self-service AI, governance requirements, changing skillsets, and digital sovereignty concerns accelerate, many organizations are discovering that their structures, processes, and roles were designed for a different era.

In our latest article Steven Nooijen explore:
→ The 10 forces putting Data & AI operating models under pressure
→ Why more AI pilots won't solve the problem
→ 5 practical moves leaders can make to build a more adaptive organization

👉 𝗥𝗲𝗮𝗱 𝘁𝗵𝗲 𝗮𝗿𝘁𝗶𝗰𝗹𝗲: https://okt.to/iSXC7W

What is putting the most pressure on your operating model today: governance, talent, adoption, or something else?

Technology doesn’t create value. Adoption models do.
Do you have a structured rollout approach?
Are teams enabled to use Copilot effectively?
Is this a short-term boost — or a long-term advantage?

In our whitepaper, we present a proven 4-phase adoption model to:
✔ Drive effective enablement
✔ Ensure sustainable adoption
✔ Turn AI into competitive advantage

AI impact is designed — not accidental.

If you want structured, repeatable success with Copilot, download it here:
https://okt.to/uhJwIf