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Scenario

More outsourcing without diluting the standard

A scenario that keeps quality from thinning as outsourcing grows — before the variance and the checking all pile onto one person’s head. An AI agent reads briefs, client feedback, brand materials, and schedules, then prepares instruction sheets, assignment proposals, reviews, and change summaries. Concept, aesthetic judgment, and client negotiation stay with people.

Consult on LINE

Updated: 2026-07-11

01

Input

  • — Creative briefs
  • — Client feedback
  • — Brand materials and schedules
02

What accrues in the knowledge base

  • — Per-client tone
  • — A history of past revisions
  • — Each contractor's strengths
03

What the AI agent does

  • — Draft instruction sheets
  • — Propose assignments
  • — Summarize reviews and changes
04

Where a person approves

  • — Concept decisions
  • — Final aesthetic judgment
  • — Client negotiation
Flow diagram for the creative production use case: briefs, feedback, and schedules flow in, the AI drafts assignment proposals and change summaries, and a person approves aesthetic judgment and client negotiation before delivery.

Projected outcomes

約50%

外注指示書の作成工数削減

Illustrative

約60%

レビューの確認漏れ削減

Illustrative

The figures above are general industry benchmarks, not measurements from a specific client engagement. Actual results vary by workflow.

FAQ

Are these real production results?+

No — this is an illustrative use case for a production or marketing firm. The figures are general industry benchmarks, not our own measured results. Named case studies will be published as client permission is obtained.

Will the AI decide what’s good design or copy?+

No. The agent handles instruction sheets, assignments, and change summaries; concept and aesthetic judgment stay with people. Past revisions and quality checks live in the knowledge base to reduce missed checks, not to replace judgment.

Can it handle a different tone per client?+

Yes. Per-client tone, past revisions, quality-check points, and each contractor’s strengths live in the knowledge base, so instruction sheets and reviews stay consistent as work grows — and new contractors get instructions to the same standard.

Related

See another use case →See related service →

We don't sell the same setup to every client — we design it around your judgment criteria and the tools you already use.

Consult on LINE
  1. 01Add A&A on LINE
  2. 02A short intake chat
  3. 03A&A organizes the requirements
  4. 04A meeting only if needed