Articles and thoughts on agentic AI, reusable solution patterns, and enterprise GTM. https://amargautam.com en-us Anthropic just made agent infrastructure a commodity. That doesn't threaten companies whose moat is data. It threatens companies whose moat was plumbing. https://amargautam.com/writing/when-infrastructure-gets-commoditized Fri, 10 Apr 2026 00:00:00 GMT https://amargautam.com/writing/when-infrastructure-gets-commoditized Anthropic accidentally open-sourced 512,000 lines of Claude Code internals. Forget the drama. The code is a masterclass in agentic architecture, and every company building AI agents should be studying it. https://amargautam.com/writing/what-the-claude-code-leak-reveals Fri, 03 Apr 2026 00:00:00 GMT https://amargautam.com/writing/what-the-claude-code-leak-reveals The same problem that makes most AI systems useless for serious work is what makes revenue systems so brittle. The fix is the same too. https://amargautam.com/writing/revenue-systems-need-memory Wed, 01 Apr 2026 00:00:00 GMT https://amargautam.com/writing/revenue-systems-need-memory Everyone wants to ship AI. Almost nobody wants to build the evaluation framework that tells you whether it's working. https://amargautam.com/writing/the-evaluation-problem Sun, 29 Mar 2026 00:00:00 GMT https://amargautam.com/writing/the-evaluation-problem Most teams treat AI guardrails as a safety feature bolted on at the end. In production, the guardrails are what actually makes the system usable. https://amargautam.com/writing/guardrails-are-the-product Sun, 22 Mar 2026 00:00:00 GMT https://amargautam.com/writing/guardrails-are-the-product The biggest barrier to enterprise AI isn't model quality or regulation or talent. It's that most AI systems can't learn. And almost nobody is building to fix this. https://amargautam.com/writing/the-learning-gap Sun, 15 Mar 2026 00:00:00 GMT https://amargautam.com/writing/the-learning-gap The traditional software demo is becoming counterproductive for AI products. When you're selling intelligence, not features, the whole buyer engagement model needs to change. https://amargautam.com/writing/the-death-of-the-demo Thu, 12 Mar 2026 00:00:00 GMT https://amargautam.com/writing/the-death-of-the-demo Deal context lives in a dozen different systems. What would happen if something actually stitched it all together? https://amargautam.com/writing/the-case-for-a-revenue-intelligence-layer Sun, 08 Mar 2026 00:00:00 GMT https://amargautam.com/writing/the-case-for-a-revenue-intelligence-layer Revenue forecasting is narrative-based, not evidence-based. Sellers declare stages, managers interpret stories, leadership aggregates opinions. AI can fix this, but most organizations aren't ready for that level of transparency. https://amargautam.com/writing/your-forecast-is-a-fiction Sun, 22 Feb 2026 00:00:00 GMT https://amargautam.com/writing/your-forecast-is-a-fiction CRM systems were designed for linear SaaS buying. AI deals are non-linear, multi-threaded, and governed by organizational readiness. Your pipeline view can't represent any of it. https://amargautam.com/writing/why-your-crm-cant-handle-ai-deals Thu, 19 Feb 2026 00:00:00 GMT https://amargautam.com/writing/why-your-crm-cant-handle-ai-deals Everyone asks whether to build AI internally or buy from vendors. It's the wrong question. What actually determines success is how fast your organization can learn. https://amargautam.com/writing/build-vs-buy-is-the-wrong-question Sun, 08 Feb 2026 00:00:00 GMT https://amargautam.com/writing/build-vs-buy-is-the-wrong-question AI isn't a harder version of SaaS to sell. It's a different commercial problem entirely. The entire revenue stack needs to be rebuilt. https://amargautam.com/writing/how-sales-changes-in-the-ai-era Thu, 22 Jan 2026 00:00:00 GMT https://amargautam.com/writing/how-sales-changes-in-the-ai-era 95% of enterprise AI tools never make it to production. The MIT study quantified what builders already knew, but the reasons aren't what most people think. https://amargautam.com/writing/the-95-percent-problem Tue, 25 Nov 2025 00:00:00 GMT https://amargautam.com/writing/the-95-percent-problem Everyone is citing this study as proof that AI fails. They're reading it wrong. The study shows why organizations fail at building systems, period. https://amargautam.com/writing/mit-study-pov Sun, 16 Nov 2025 00:00:00 GMT https://amargautam.com/writing/mit-study-pov