HAMMAD YOUSUF

TARGETING CONTENT // FREE LIVE DEMO

Content Curator Agent

THE PROBLEM

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

~2h → ~1 min

Content scan time per cycle

BOOK A CALL

No pitch — just a plan.

I scan the topic landscape so your team doesn't have to. Give me a topic and an audience — I'll rank the angles worth writing and tell you which one to lead with.

Execution trace — recorded run (this agent's real pipeline)

    • Scanning the topic landscape

      ok
    • Filtering for audience relevance

      ok
    • Ranking by share-worthiness

      ok
    • Writing the reason each angle earned its spot

      ok
REAL OUTPUT — GENERATED BY THIS AGENT'S LIVE PIPELINE · GROQ · SPEAK OR TYPE TO USE YOURS

Content scan time per cycle

~2h → ~1 min

projected

Angle relevance consistency

vs. manual scanning

projected

Personalization in AI Marketing8/10Increasing demand for tailored customer experiences
Automating Lead Generation with AI9/10SMEs looking to optimize their sales funnels
AI-Driven Content Creation for SMEs7.5/10UAE SMEs seeking to enhance their content marketing strategies
Measure and Optimize AI Marketing Campaigns8.5/10Importance of data-driven decision making in marketing
AI Marketing Automation Tools for SMEs9/10Growing interest in AI marketing automation platforms

Content Angles for AI Marketing Automation

Here are the top content angles for AI marketing automation relevant to UAE SME founders:

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. Angles must be genuinely relevant to the stated audience, not generic topic-adjacent filler — if fewer than 4-5 angles are genuinely strong, return fewer rather than padding the list.

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)

GET THIS RUNNING ON YOUR BUSINESS

Want Content Curator Agent solving this for you?

This runs in production today, not a mockup. Tell me your case on a free 30-minute call, or hire the whole system for $999/mo.

BOOK A CALL

No pitch — just a plan.

hire the whole system

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.