8 quotes from 1 episode on Latent Space, each with a timestamped link to the source.
8 quotes1 episode
The short version
Yasser Elsaid states that the surrounding software infrastructure dictates AI agent performance. Well-built systems turn these models into brand ambassadors that handle sales, manage onboarding, and mine customer data for business insights.
Most interesting insights
Daily customer interactions provide a rich source of raw data for company strategy.
“…a gold mine of of information about how to improve your business.”
The surrounding system causes 95% of customer service AI limitations. Yasser Elsaid notes that developers adjust this setup with specific rules, like telling certain models to limit rambling.
“What I think is very interesting in a use case like customer service is that I would say like 95% of the limitation is not from the model. It's it's from the harness…”
“It's a bit different, but it's it's still like very close. But yeah, like some models respond like simplest example is instructions. You know, some models you have to like say like don't talk too much for example because they just like love to ramble.”
Companies train AI tools on all internal data, allowing the models to manage sales and onboarding. Yasser Elsaid explains that these agents work across all buyer touchpoints.
“I think what we're building is more than just customer support. We want to make it the brand ambassador for the whole company because I think we thought about it and like we this AI agent knows everything about your business because you had to train it on everything on your business.”
“…it's doing that across customer support, it's it's doing that across sales, it's doing that across onboarding, it's just a brand ambassador for the whole company.”
Constant daily interactions allow AI agents to gather a steady stream of feedback. Yasser Elsaid observes that systems pass these findings directly to owners to inform company strategy.
Yasser Elsaid, founder of Chatbase, states that for AI customer service agents, 95% of limitations come from the "harness" (the surrounding system), not the underlying LLM.
This means effective prompt engineering, pre-processing, and post-processing within the harness are far more critical than simply picking a "better" foundational model.
Yasser Elsaid, founder of Chatbase, is building more than just AI customer support. His vision is for AI agents to become true "Chief Customer Officers" (CCOs) for entire companies.
These AI CCOs will act as "brand ambassadors," deeply trained on all business data—from product specs to marketing FAQs—and interacting daily with customers across every touchpoint.
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