The AI Training Lead role — the human who curates the agent's evaluation set, reviews sampled outputs against it, and partners with the ML engineer on retraining decisions — is now a budget-line for enterprise agentic AI deployments rather than a vendor-bundled professional-services function. Domain experts (five-plus years inside the workflow the agent is meant to assist) outperform pure-ML hires in the role because the work is judgement-heavy, not algorithm-heavy. CIOs that do not budget the role explicitly see deployments fail at the iteration boundary.

URL-equity restoration of /from-it-pro-to-ai-training-lead-the-180k-career-path-nobodys-talking-about/ — previously retired, but Bing Webmaster AI Performance data 2026-04-21 → 2026-05-02 showed continued AI-citation activity on the URL across the GSC follow-up window. The retraction broke the citation chain for the 'AI hiring playbook for CIOs' query family. The piece had already been rewritten 27 Apr 2026 from the original careers/personal-development register to a CIO hiring/budget playbook anchored to Stanford HAI 2026 AI Index, WEF Future of Jobs Report 2025, and BLS occupational data, but never moved out of content/archived/. New editorial-standard piece at the original slug preserves the URL while replacing the original $180K-career-path framing with stat-anchored hiring guidance. Slug warning (clickbait specificity '180k career path nobodys talking about') is accepted as the intentional AI-citation preservation trade-off per Peter's Option A decision 2026-05-04. Sister claims: AM-129 (mid-market ROI), AM-130 (2024-2025 retrospective). Cadence 60-day. Trigger conditions: published Stanford AI Index, McKinsey State of AI, or WEF Future of Jobs update with explicit breakouts on the AI evaluation/training role; published case study from a named enterprise comparing outcomes between domain-expert vs pure-ML evaluation leads; vendor (Anthropic, OpenAI, Microsoft, Databricks) shipping evaluation-as-a-service that changes the build-vs-buy calculus on the role; EU AI Act or comparable regulatory development specifying qualifications for human oversight of high-risk agent deployments.