What Companies Hiring Forward-Deployed Engineers Actually Want

<p><a href="https://parsity.io" target="_blank" rel="noopener noreferer">Become an AI Engineer at parsity.io</a></p><p>I recruit for AI roles on the side and I pulled real, live forward-deployed engineer postings and broke down exactly what they&#39;re screening for. Turns out it&#39;s not what most &quot;learn AI&quot; content tells you.</p><p>What&#39;s actually in these postings:</p><ul><li>Real applied AI experience: shipped production agents, not tutorial chatbots</li><li>RAG, retrieval quality, evals, and agent-to-agent communication</li><li>Surprisingly low years-of-experience requirements compared to typical senior roles</li><li>The ability to explain technical tradeoffs to non-technical stakeholders</li><li>Voice AI showing up more and more as a differentiator — mentioned in this episode: AI Voice Pioneers (<a href="https://www.skool.com/pioneers" target="_blank" rel="noopener noreferer">https://www.skool.com/pioneers</a>) and Retell AI (<a href="https://www.retellai.com" target="_blank" rel="noopener noreferer">https://www.retellai.com</a>)</li><li>Degrees mattering a lot less than you&#39;d think, at least in the Bay Area</li></ul><p>Want to actually build one of these skills instead of just reading about it? Free RAG project: parsity.io/ai-with-rag</p><p>If you&#39;re trying to reverse-engineer your way into one of these roles, this is what the actual postings are telling you to build toward.</p>