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Surajit Ghosh

๐Ÿ‘ค Speaker
528 total appearances

Appearances Over Time

Podcast Appearances

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

That's one good way of doing it.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

And if you cannot have the luxury sometimes of doing A-B testing because everyone is having high appetite, give me the product, I don't want to sit aside.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

Then you do some sort of causal models, like we say.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

So you kind of look at what would have happened if the model was not there.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

And then you predict that.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

And since the model was there, something else happened.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

The difference between the two is the incremental value the model is creating.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

A-B testing is more accurate.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

The causal models, the other one, like I said, which we call time series models, a little bit less accurate, but directionally, both give you the sense that, yes, it's working.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

In that case, we will move on to something else because it means it's already optimal.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

Then we say, good, check that.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

Now let's move on to something else.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

But we need to just make sure that the process is still running optimally.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

So time to time, you keep doing A-B testing anyway, every six months or whatever the timeframe is, just to make sure that it's still relevant.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

Do you measure something like that?

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

It's harder to measure.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

One way is NPS score, which I said net promoter score.

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

Are you really happy with the product?

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

Has it changed your life?

TechStuff
Brewing Smarter: How HEINEKEN Is Using AI To Revolutionize Its Global Operations

That gives you a good indication.