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Insights, ideas, and research

Articles on AI automation, agentic systems, voice AI, and the bigger questions AI is forcing businesses and societies to reckon with.

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  • The AGI Timeline Debate: What the CEOs Say vs. What the Research Shows

    Apr 30, 2026 · 11 min read

    The AGI Timeline Debate: What the CEOs Say vs. What the Research Shows

    OpenAI, Anthropic, and Google DeepMind's CEOs have all predicted AGI within a few years. The AI research community's median estimate is more cautious. Both are worth understanding.

    AGIAI researchfuture
  • What Makes an AI Chatbot Actually Work (And Why Most Don't)

    Apr 30, 2026 · 9 min read

    What Makes an AI Chatbot Actually Work (And Why Most Don't)

    Most AI chatbots get deployed, get bad reviews, and get abandoned within a year. The problem is almost never the underlying model. It's everything built around it.

  • AI and Jobs: What the Economists Are Actually Saying

    Apr 30, 2026 · 12 min read

    AI and Jobs: What the Economists Are Actually Saying

    The debate about AI and employment isn't between optimists and pessimists. It's between economists who have read the same data and reached different conclusions about what it means.

  • AI Lead Qualification: What Changes in Your Sales Pipeline

    Apr 30, 2026 · 8 min read

    AI Lead Qualification: What Changes in Your Sales Pipeline

    Sales teams don't have a lead volume problem. They have a lead quality problem. AI qualification addresses the root cause rather than adding more top-of-funnel noise.

  • India in the AI Race: Infrastructure, Ambition, and What's Actually Happening

    Apr 30, 2026 · 11 min read

    India in the AI Race: Infrastructure, Ambition, and What's Actually Happening

    India approved a $1.2 billion AI mission, committed 38,000 GPUs, and launched its first multimodal LLM. Whether that adds up to a serious competitive position depends on what you measure.

  • Voice AI Agents: What the Actual Results Look Like

    Apr 30, 2026 · 8 min read

    Voice AI Agents: What the Actual Results Look Like

    The pitch for AI cold calling always sounds the same. Here's what the numbers look like once companies have deployed voice agents at scale.

  • Why 85% of AI Agent Projects Never Make It to Production

    Apr 30, 2026 · 10 min read

    Why 85% of AI Agent Projects Never Make It to Production

    Enterprise spending on AI agents hit $37 billion in 2025. Most of that money funded proof-of-concepts that didn't survive contact with production environments.

  • The Real Numbers Behind Workflow Automation ROI

    Apr 30, 2026 · 9 min read

    The Real Numbers Behind Workflow Automation ROI

    Most businesses hear 'automate your workflows' and picture a complex 18-month IT project. The actual timeline and payback period look very different.

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