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When not to build an AI agent (and what to ship instead)
A founder's CTO came back from a vendor pitch convinced the company needed eighteen agents and a six-month rebuild. The current product was a chatbot that answered FAQs. The actual fix was a single sentence in the prompt. Here is how Sapota decides w
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Multi-agent: what 5x the cost actually buys you
A founder forwarded a vendor invoice that was 6.4x his projection. The system was a 'multi-agent crew of specialists' that the vendor pitched as the next-generation upgrade from…
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When not to build an AI agent (and what to ship instead)
A founder's CTO came back from a vendor pitch convinced the company needed eighteen agents and a six-month rebuild. The current product was a chatbot that answered FAQs. The…
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How to Build Three AI Agents That Replace Your First Three Hires
Technical architecture for building a Research Agent, Content Agent, and Operations Agent using Claude + MCP — for solo founders who need leverage without headcount.