Issue No. 40Week ending Sunday, October 4, 2026485 episodes · 2075 articles
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AI agents

Yasser Elsaid on AI agents

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.”

Yasser Elsaid, Latent Space · May 2026 · Watch at 44:38 ↗

From Chatbase's AI CCO: Beyond Support, Into Sales & Strategy

Modern AI customer service tools proactively initiate conversations to drive product adoption.

“So this agent instead of only replying to like customers when they do have an issue…”

Yasser Elsaid, Latent Space · May 2026 · Watch at 44:53 ↗

From Chatbase's AI CCO: Beyond Support, Into Sales & Strategy

Top talking points

  1. Infrastructure dictates AI performance

    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…”

    Yasser Elsaid, Latent Space · May 2026 · Watch at 14:56 ↗

    From AI Agents: Your Harness, Not LLM, Limits 95% of Performance

    “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.”

    Yasser Elsaid, Latent Space · May 2026 · Watch at 14:09 ↗

    From AI Agents: Your Harness, Not LLM, Limits 95% of Performance

  2. Agents act as brand ambassadors

    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.”

    Yasser Elsaid, Latent Space · May 2026 · Watch at 43:48 ↗

    From Chatbase's AI CCO: Beyond Support, Into Sales & Strategy

    “…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.”

    Yasser Elsaid, Latent Space · May 2026 · Watch at 44:56 ↗

    From Chatbase's AI CCO: Beyond Support, Into Sales & Strategy

  3. Agents surface business insights

    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.

    “So, it's talking to your customers all day…”

    Yasser Elsaid, Latent Space · May 2026 · Watch at 44:23 ↗

    From Chatbase's AI CCO: Beyond Support, Into Sales & Strategy

    “The other part is surfacing all those insights to the business owner to basically help them improve their business.”

    Yasser Elsaid, Latent Space · May 2026 · Watch at 47:09 ↗

    From Chatbase's AI CCO: Beyond Support, Into Sales & Strategy

Key takeaways from these write-ups

AI Agents: Your Harness, Not LLM, Limits 95% of Performance

  • 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.

Chatbase's AI CCO: Beyond Support, Into Sales & Strategy

  • 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.

How we attribute quotes. Every quote was matched against the episode transcript, so the words and the timestamp are real (we trim filler words like "um", nothing else). The name comes from our written summary of the episode. YouTube gives us no voice-by-voice transcript, so open the timestamp to hear who is talking. See a wrong name? Tell us and we fix or remove it.

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