“Where is AI failing to create value today, it's mainly about not understanding the context. And the reason that it's not understanding the context is it's not plugged into the right places where actual work is happening.”
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More from Kiriti Badam
Insight
Badam: Relying solely on either evals or production monitoring is inadequate
“So I feel devals are important. Production monitoring is important, but this notion of only one of them is going to solve things for you. That is completely dismissible in my opinion.”
Kiriti BadamJan 11, 2026▶ 37:49Why most AI products fail: Lessons from 50+ AI deployments at OpenAI, Google & Amazon
Insight
Badam: Relying entirely on fixed evals without team testing fails
“I don't think like if anybody's coming and seeing that, like my, I have this Concrete set of evals that I can, like, bet my life on, and then I don't need to think about anything else. Like, it's not going to work, and every new model that we're going to launc…”
Kiriti BadamJan 11, 2026▶ 44:25Why most AI products fail: Lessons from 50+ AI deployments at OpenAI, Google & Amazon
Insight
Badam: Peer-to-peer multi-agent gossip protocols exceed current AI model capabilities
“If you're building a supervisor agent and there are like sub agents that actually do the work for the super agent, supervisor agent, That is a very successful pattern, but coming with this notion of I'm going to divide the responsibilities based on functionali…”
Kiriti BadamJan 11, 2026▶ 1:02:14Why most AI products fail: Lessons from 50+ AI deployments at OpenAI, Google & Amazon
PredictionNot checkable as stated
Badam: Future AI products will be proactive background agents
“And now when you extend this to more complex tasks, like a coding agent, which says that like, okay, I have fixed five of your linear tickets and here are the patches just to review them at the start of your day. So I feel that is going to be like extremely us…”
Kiriti BadamJan 11, 2026▶ 1:06:28Why most AI products fail: Lessons from 50+ AI deployments at OpenAI, Google & Amazon
Insight
Badam: AI products should start with high human control before granting agency
“When you don't start with like agents with all the tools and all the context that you have in the company in day one and expect it to work or like, you know, even tinker at that level, you need to be deliberately starting in places where there is minimal impac…”
Kiriti BadamJan 11, 2026▶ 12:05Why most AI products fail: Lessons from 50+ AI deployments at OpenAI, Google & Amazon
Insight
Badam: Starting AI with low agency forces problem-first focus
“When you start small, and when you start with a building, like a, Very minimalistic version with high human control and low agency. It also forces you to think about what is the problem that I'm going to solve. We use this term called problem first, and to me,…”
Kiriti BadamJan 11, 2026▶ 20:36Why most AI products fail: Lessons from 50+ AI deployments at OpenAI, Google & Amazon
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