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Blog – Product Insights by Brim Labs
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Machine Learning

39 posts
  • Artificial Intelligence
  • Machine Learning

Data Debt is the New Technical Debt: What Startups Must Know Before Scaling AI

  • Santosh Sinha
  • June 25, 2025
Data Debt is the New Technical Debt: What Startups Must Know Before Scaling AI

For years, developers have warned about technical debt, the shortcuts taken in code that later become expensive to fix. But now, a new kind of burden is silently accumulating inside early-stage startups: data debt.

As startups race to integrate AI, …

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How to Build an AI Agent with Limited Data: A Playbook for Startups
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  • Artificial Intelligence
  • Machine Learning

How to Build an AI Agent with Limited Data: A Playbook for Startups

  • Santosh Sinha
  • June 19, 2025

Building an AI agent often seems like a game reserved for large enterprises swimming in oceans of data. But the truth is, startups can craft intelligent, useful agents even with a modest dataset, if they play smart. In this blog, …

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The Data Engineering Gap: Why Startups Struggle to Move Beyond AI Prototypes
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  • Artificial Intelligence
  • Machine Learning

The Data Engineering Gap: Why Startups Struggle to Move Beyond AI Prototypes

  • Santosh Sinha
  • June 13, 2025

In today’s AI-driven world, building a prototype is easier than ever. With open-source models, pre-trained APIs, and a growing number of no-code tools, many startups can build and demo an AI-powered MVP in weeks.

But while prototypes impress investors, they …

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The Data Dilemma: Why Most AI Startups Fail (And How to Break Through)
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  • Artificial Intelligence
  • Machine Learning

The Data Dilemma: Why Most AI Startups Fail (And How to Break Through)

  • Santosh Sinha
  • June 12, 2025

AI is booming. Startups everywhere are rushing to build intelligent tools, from copilots and chatbots to fraud detection engines. But beneath all that hype lies a hard truth: the majority of AI startups fail not because of their models, but …

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The Rise of ModelOps: What Comes After MLOps?
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  • Artificial Intelligence
  • Machine Learning

The Rise of ModelOps: What Comes After MLOps?

  • Santosh Sinha
  • June 10, 2025

MLOps was a game-changer. It brought order to the chaos of deploying machine learning models in production, automating training pipelines, managing versions, and enabling continuous delivery. But as AI systems have evolved into larger, more complex, and mission-critical engines, MLOps …

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AI Cost Optimization: How to Measure ROI in Agent-Led Applications
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  • Artificial Intelligence
  • Machine Learning

AI Cost Optimization: How to Measure ROI in Agent-Led Applications

  • Santosh Sinha
  • June 9, 2025

AI agents are no longer experimental, they’re operational. From autonomous customer support to real-time sales agents, businesses across industries are leveraging AI agents to streamline tasks, enhance productivity, and reduce operational costs. But with the growing complexity and investment involved, …

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Latest Post
  • Data Debt is the New Technical Debt: What Startups Must Know Before Scaling AI
  • How to Build an AI Agent with Limited Data: A Playbook for Startups
  • The Data Engineering Gap: Why Startups Struggle to Move Beyond AI Prototypes
  • The Data Dilemma: Why Most AI Startups Fail (And How to Break Through)
  • The Rise of ModelOps: What Comes After MLOps?
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