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Scenario

A quality gate before you write with AI

A scenario for building a pipeline where quality survives before you write with AI — instead of volume that thins out originality. An AI agent reads Search Console, competitor primary sources, and existing articles, then handles opportunity extraction, outlines, source checks, and fact-checking. Original perspective and the decision to publish stay with the editor.

Consult on LINE

Updated: 2026-07-11

01

Input

  • — Search Console data
  • — Competitor primary sources
  • — The existing article archive
02

What accrues in the knowledge base

  • — Editorial policy and reader profile
  • — Sources that can be cited
  • — A history of past revisions
03

What the AI agent does

  • — Extract opportunities and draft an outline
  • — Verify sources
  • — Run pre-publish quality checks
04

Where a person approves

  • — Whether to add original perspective
  • — The decision to publish
  • — The final editorial call
Flow diagram for the SEO content pipeline use case: search and competitor data flow in, the AI drafts opportunity extraction and an outline, and a person approves original perspective and the decision to publish before the article goes live.

Projected outcomes

約50%

記事制作リードタイム短縮

Illustrative

約70%

公開前チェックの自動化率

Illustrative

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

FAQ

Is this a real media outlet’s track record?+

No — this is an illustrative use case for SEO and content support. The figures are general industry benchmarks, not our own measured results. Named case studies will be published as client permission is obtained.

Won’t this just become AI-mass-produced spam?+

No. The point of this scenario is not generation but the steps that keep quality before you publish — source checks, fact-checking, and duplicate checks, with original perspective and the publish decision left to the editor. It exists to hold a standard you can send work back against, not to inflate volume.

Does our own point of view disappear?+

No. The agent handles research, outlining, and checks; experience-based perspective and firsthand material are added by the writer. Editorial policy, reader profile, and source references live in the knowledge base, so the work stays on-policy whoever writes it.

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