HAMMAD YOUSUF

TARGETING CONTENT // FREE LIVE DEMO

Content Reviewer Agent

Editorial review is inconsistent and slow when it depends on whichever person happens to be free that day.

WHAT IS CONTENT REVIEWER AGENT?

An AI content reviewer agent runs a draft through an editorial QA pass — a 0-100 publish-readiness score, specific line-level issues (vague claims, generic phrasing, missing evidence), and a fixed pre-publish checklist — standing in for the inconsistent, whoever's-free editorial review most content teams actually run on.

HOW IT WORKS

The agent is explicitly prohibited from vague editorial feedback like 'improve clarity' — it has to name the actual phrase that's the problem and propose a specific fix, the same discipline a strong human editor applies but rarely has time for on every draft. It scores publish-readiness rather than giving a binary pass/fail, because most drafts sit somewhere between 'ready' and 'needs a rewrite,' and a score lets a team set their own bar (say, nothing under 80 ships).

The checklist output format matters as much as the scoring: it's built to be worked through item-by-item, not read as a paragraph of prose feedback that gets skimmed and ignored.

Gemini 2.0 FlashStructured JSON outputClaim-specificity prompt design
system-prompt.md
You are an editorial QA reviewer for a B2B marketing publication. Given a draft and its content type, score publish-readiness 0-100, flag specific line-level issues (vague claims, generic language, missing evidence, tone mismatches), and produce a fixed checklist of what must change before publish. Be specific — never say 'improve clarity' without naming the actual vague phrase. Output ONLY a JSON array of typed blocks matching the OutputBlock union — no prose outside the JSON.

USE CASES

Pre-publish QA gate

Route every draft through the agent before it reaches a human editor, so human review time goes to judgment calls, not catching generic phrasing.

Agency client deliverable review

Apply a consistent QA bar across every writer on a team, regardless of who drafted the piece.

Ad copy compliance pass

Catch unsupported performance claims in ad copy before they go to a platform review queue and get rejected.

Freelancer onboarding

New freelance writers get specific, actionable feedback on their first few drafts instead of a vague 'needs work' note.

RESULTS & BENCHMARKS

Review time per draft

~20 min → ~15 sec

projected (modeled)

Review consistency

vs. whichever editor is free

projected (modeled)

LIVE DEMO

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FAQ

Common questions

What makes this different from a grammar checker?

It doesn't check spelling — it flags vague claims, generic phrasing, and missing evidence, and names the exact line and fix rather than giving a generic 'improve clarity' note.

What's a good publish-readiness score?

Most teams treat anything under 80 as needing another pass. The score is meant to set a consistent bar, not to replace final human judgment.

Can it review ad copy and social captions too?

Yes — select the content type and the agent adjusts what it checks for (claim compliance for ads, tone and hook strength for social captions).

Hammad Yousuf

Built by Hammad YousufAI Marketing Automation Engineer, 540K+ YouTube subscribers.

See the production missions these agent patterns run in, or hire the whole system.