HAMMAD YOUSUF

TARGETING CONTENT // FREE LIVE DEMO

Content Curator Agent

Content teams spend hours scanning sources for share-worthy material instead of actually writing.

WHAT IS CONTENT CURATOR AGENT?

An AI content curator agent turns a topic and target audience into a ranked shortlist of content angles worth covering — each scored for relevance and paired with a one-line reason it matters right now — replacing the manual hours a content team spends scanning sources before writing begins.

HOW IT WORKS

The agent doesn't just list generic subtopics; it's prompted to weigh each angle against what would actually make the stated audience stop scrolling — rising search intent, a concrete proof point, or a genuinely contrarian take that isn't already saturated in the niche. Each angle gets a relevance score and a one-line justification, and the agent explicitly names its top pick with reasoning, so a content lead can greenlight a brief in one read instead of re-deriving the reasoning themselves.

This mirrors the first stage of a real editorial pipeline: curation before creation. The ranked shortlist becomes the input to whatever repurposing or drafting step comes next.

Gemini 2.0 FlashStructured JSON outputRelevance-ranking prompt design
system-prompt.md
You are a content curator for a B2B marketing publication targeting a stated audience. Given a topic and audience, produce a ranked shortlist of 4-5 content angles worth covering this cycle, each with a one-line reason it's relevant right now, plus a relevance score. Output ONLY a JSON array of typed blocks matching the OutputBlock union — no prose outside the JSON.

USE CASES

Weekly content calendar planning

Generate a ranked shortlist every Monday instead of a blank-page brainstorm meeting.

Agency client content strategy

Give each client a topic-and-audience-specific shortlist rather than reusing one generic content calendar template.

Newsletter angle selection

Pick the single strongest angle for this week's newsletter from several viable options, backed by a stated reason.

GCC-market content localisation

Re-run the same topic against a UAE vs. Saudi audience to see how the ranked angles genuinely shift by market.

RESULTS & BENCHMARKS

Content scan time per cycle

~2h → ~1 min

projected (modeled)

Angle relevance consistency

vs. manual scanning

projected (modeled)

LIVE DEMO

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FAQ

Common questions

What does an AI content curator agent actually do?

It scans a topic against a stated audience and returns a ranked shortlist of content angles, each with a relevance score and a reason it matters right now — the research step before writing starts.

Does it write the full content piece?

No — it curates and ranks angles. Drafting the actual piece is a separate step, often handed to a dedicated writing or repurposing agent afterward.

How does it decide what's relevant?

It weighs rising search/attention signals, proof-point strength, and saturation in the niche — not just topical overlap with the subject.

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.