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How to use ChatGPT Work for Customer Research To Campaign Brief

Updated July 11, 2026 · 2 min read

Who this is for: Customer Research To Campaign Brief using ChatGPT Work.

Answer

This workflow turns approved customer research into a campaign brief while keeping everything that makes it YOUR campaign in your hands. The agent inventories the evidence and flags the gaps, drafts audience, message, channel, and measurement options with citations, and labels every statement as sourced, assumed, or a decision waiting for you. Strategy, claims, spend, brand, and the moment anything publishes stay with the marketing owner. The reliable failure mode this design guards against: weak research quietly hardening into established fact somewhere between the inventory and the brief.

What to delegate first

Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.

approval

This is one of the highest-rated responsibilities in this occupation (O*NET importance 4.1/5).

Among surveyed workers, the single most common frequency answer covered 9.9% of responses — real survey data, collected 2026-06-03.

This is economy-wide usage data projected onto this occupation — a statistical estimate, not observed use.

This task's inputs and outputs are fully digital, which is what makes it delegable.

Expected artifact

Campaign plan with channels, owners, milestones, and review gates

Human review point

Approve strategy, claims, budget, brand choices, and any external release.

How we know this
Occupational centrality
0.0789217344
Importance
0.81
Importance sourceField
role-tasks-kv:task-20709.importance
Occupational relevance
0.9822
Relevance sourceField
role-tasks-kv:task-20709.relevance / 100
Frequency
9.92% modal response share
Frequency sourceField
role-tasks-kv:task-20709.modalResponseSharePct
Agent fit
0.9025
Agent-fit sourceField
rule:digital-feasibility-and-capability-fit-single-count.v2
Projected-use distribution
0.9
Distribution sourceField
roles-kv:aiPlaybook.delegatedTasks[task-20709].observed-distribution
Within-gate score
0.06410417876640001
Evidence confidence
weak
Gate
approval-required — A person must approve the verifiable handoff before action.

Methodology

Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.

recommend

This is one of the highest-rated responsibilities in this occupation (O*NET importance 4.1/5).

Among surveyed workers, the single most common frequency answer covered 6.2% of responses — real survey data, collected 2026-06-03.

This is economy-wide usage data projected onto this occupation — a statistical estimate, not observed use.

This task's inputs and outputs are fully digital, which is what makes it delegable.

Expected artifact

Evidence-linked marketing strategy options memo

Human review point

Validate market evidence and make the strategy decision.

How we know this
Occupational centrality
0.050534022
Importance
0.825
Importance sourceField
role-tasks-kv:task-951.importance
Occupational relevance
0.9832
Relevance sourceField
role-tasks-kv:task-951.relevance / 100
Frequency
6.23% modal response share
Frequency sourceField
role-tasks-kv:task-951.modalResponseSharePct
Agent fit
0.9025
Agent-fit sourceField
rule:digital-feasibility-and-capability-fit-single-count.v2
Projected-use distribution
0.9
Distribution sourceField
roles-kv:aiPlaybook.delegatedTasks[task-951].observed-distribution
Within-gate score
0.0410462593695
Evidence confidence
weak
Gate
limited — Authority remains below an approval-required intervention.

Methodology

Workflow chapters

Chapter 1

Turn approved customer and market research into a review-ready campaign plan.

This workflow turns approved customer research into a campaign brief while keeping everything that makes it YOUR campaign in your hands. The agent inventories the evidence and flags the gaps, drafts audience, message, channel, and measurement options with citations, and labels every statement as sourced, assumed, or a decision waiting for you. Strategy, claims, spend, brand, and the moment anything publishes stay with the marketing owner. The reliable failure mode this design guards against: weak research quietly hardening into established fact somewhere between the inventory and the brief.

Inputs

  • Approved research
  • Business objectives
  • Brand rules
  • Budget constraints

Steps

  1. Inventory the supplied evidence and flag gaps.
  2. Draft audience, message, channel, milestone, and measurement options.
  3. Create a campaign plan with citations and explicit assumptions.
  4. Route the plan to the marketing owner for approval.
Starter prompt
Using only the approved research and constraints I provide, draft a campaign plan with cited evidence, assumptions, owners, milestones, measures, and explicit decisions for my review.

Prompt library

Review the brief before it goes anywhere

Run a review pass on this campaign brief: separate what is research-sourced, what is assumed, and what is a decision still waiting for me. Flag any claim whose research support is thin, and list the decisions in the order I need to make them.
Expected artifact

Brief review packet: sourced vs assumed vs decisions, with thin-support flags

Human review point

The marketing owner decides strategy, claims, spend, and release; the packet just makes the decisions visible.

What stays yours

Risks

high risk

The draft may overstate market evidence or present assumptions as facts.

Mitigation

Require citations, assumption labels, and owner approval before reuse.

Sources & freshness

See the full methodology.

Platform version
2026-07-09-launch
Platform reviewed
2026-07-11
Occupational data version
O*NET 30.3
Occupational data generated
2026-06-03T05:05:52.989984+00:00
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Guide type: workflow · Platform: ChatGPT Work