---
id: "action-pair-marketers-with-agents"
type: "action-item"
source_timestamps: ["§ Redefining the Marketer’s Role", "¶28"]
tags: ["training", "change-management"]
related: ["concept-shift-from-output-to-judgment", "claim-technical-skills-secondary", "contrarian-letting-go-of-execution"]
action: "Pair experienced marketers with agentic systems on real projects to train them in system direction."
outcome: "Marketers learn to recognize quality in context and evolve the system based on observation."
sources: ["agentic"]
sourceVaultSlug: "hbr-seg-agentic"
originDay: 6
articleStem: "hbr-tier1-02-agentic-marketing-org"
sourceUrl: "https://hbr.org/2026/05/redesigning-your-marketing-organization-for-the-agentic-age"
sourceTitle: "Redesigning Your Marketing Organization for the Agentic Age"
---
# Pair Marketers With Agents on Real Projects

**Action:** Invest in the transition by deliberately pairing experienced marketers with agentic systems on *actual, live* projects — **not** just isolated pilots or experiments. Teach teams how to brief AI platforms effectively, evaluate outputs against strategic criteria, and determine when human judgment is necessary.

**Supports:** the [[concept-shift-from-output-to-judgment]] and directly develops the capabilities behind [[claim-technical-skills-secondary]]. Addresses the psychological hurdle in [[contrarian-letting-go-of-execution]].

**Outcome:** Marketers learn to recognize quality in context and evolve the system based on observation.