Aug 18, 2026 · 14 min · 7 segments
When an AI tool "doesn't one-shot it correctly," a lot of marketing teams assume the tool failed. Neil Tewari, Co-founder & CEO of Conversion, says the failure is almost always upstream — in the…
Neil TewariGuest
Sara FaatzHost
He said, you know, if there's one word for 2026, it's context, whether it's context engineering or some of the other things that you said.

Of course, I have a strong bias to setting that foundation right with conversion.

And there's a big part of what we do as a product is how can we enable things to get deep and actually understand the context at a robust scale? I think that this is a very interesting time where I think CMOs and VPs of marketing, it's almost a requirement now to be very in the weeds of how your actual tech stack operates end to end.

And there was team members of the team that could use those tools to the fullest extent.

And there wasn't like that much else to be kind of thought about when it came to actually executing.

Now, it's like when I say plumbing and I say infrastructure, it means actually really robustly understanding, OK, like, why do we not have this context inside our market? Oh, it's on a Salesforce custom object.

That's not stuff I believe that CMOs or EBSO marketing and very fairly were using their time on before.

But now actually can be the difference between marketing well and marketing poorly compared to your competitors.

I think there's two things really is like you've really got into the weeds of that infrastructure and the plumbing to understand where are the faults, where are the gaps? And then second, as I think there also now needs to be a questioning of some of these legacy tooling is like, should we even be using these things that have been the standard for so long?

I had been talking for a while about data not being clean, but I think you actually have gotten even more precise.

It's that you have to have a high level understanding or maybe a deep understanding of what you're working with to begin with.

He said, you know, if there's one word for 2026, it's context, whether it's context engineering or some of the other things that you said.

Of course, I have a strong bias to setting that foundation right with conversion.

And there's a big part of what we do as a product is how can we enable things to get deep and actually understand the context at a robust scale? I think that this is a very interesting time where I think CMOs and VPs of marketing, it's almost a requirement now to be very in the weeds of how your actual tech stack operates end to end.

And there was team members of the team that could use those tools to the fullest extent.

And there wasn't like that much else to be kind of thought about when it came to actually executing.

Now, it's like when I say plumbing and I say infrastructure, it means actually really robustly understanding, OK, like, why do we not have this context inside our market? Oh, it's on a Salesforce custom object.

That's not stuff I believe that CMOs or EBSO marketing and very fairly were using their time on before.

But now actually can be the difference between marketing well and marketing poorly compared to your competitors.

I think there's two things really is like you've really got into the weeds of that infrastructure and the plumbing to understand where are the faults, where are the gaps? And then second, as I think there also now needs to be a questioning of some of these legacy tooling is like, should we even be using these things that have been the standard for so long?

I had been talking for a while about data not being clean, but I think you actually have gotten even more precise.

It's that you have to have a high level understanding or maybe a deep understanding of what you're working with to begin with.
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