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Portfolio — Example 03 / AI Micro-Service

Content repurposing
pipeline

No code required Fixed price · 5-day delivery
Client situation
LV
Laure V. — Independent HR Consultant
Writes one long-form article per month — typically 600–800 words on hiring, management, or HR strategy. Wanted to turn each article into a full month of content presence: LinkedIn posts, a newsletter intro, short tips. Was spending 2–3 hours manually rewriting the same ideas in different formats. The process was draining enough that she was publishing less than she wanted to.
Input → 8 outputs (click to read each)
Source article
"Your job description is a time capsule. And not in a good way."
Most JDs are written by pulling up what the last person in the role actually did — then layering in everything they were bad at. Round after round, the document grows. Nothing gets removed. And you end up interviewing for a ghost: a composite of past mistakes and past habits. The fix nobody talks about? Before you write a single line, ask: "What problem does this role need to solve in 18 months — not what did it handle in the last 18?" That reframe changes everything. The required skills. The seniority level. Sometimes it reveals you're filling the wrong opening entirely...
~650 words · HR / Hiring strategy
8 outputs generated
LI 1
LI 2
LI 3
LI 4
Newsletter
Tip 1
Tip 2
Tip 3
LinkedIn — Provocative
Challenges the reader's assumption
Your job description is a time capsule. And not in a good way. Most JDs are written by pulling up what the last person in the role actually did — then layering in everything they were bad at. Round after round, the document grows. Nothing gets removed. And you end up interviewing for a ghost: a composite of past mistakes and past habits. The fix nobody talks about? Before you write a single line, ask one question: "What problem does this role need to solve in 18 months — not what did it handle in the last 18?" That reframe changes everything. The required skills. The seniority level. Sometimes it reveals you're filling the wrong opening entirely. Hiring backward is faster. Hiring forward is cheaper. Which direction is your next JD written in?
LinkedIn — Storytelling
Puts the reader in the scenario
Six months after a hire, a manager I know said: "She's great. Just not quite right for where we're going." The candidate had passed every interview. Checked every box. Strong references. So what went wrong? The job description was written from memory — a reconstruction of what the previous person had done, what the team had liked about them, what they'd wished for in hindsight. It was a portrait of the past. And they hired someone to fit it perfectly. The role had moved on. The JD hadn't. This is the hiring mistake that never shows up in post-mortems. It doesn't look like a mistake until six months later, when alignment slowly unravels. The job description is a forecast. If it reads like a museum exhibit, you're not recruiting — you're cloning.
LinkedIn — Contrarian
Goes against conventional wisdom
We spend weeks refining interview scorecards. We A/B test job titles for click-through rate. We debate whether to include salary bands. And then we copy-paste a job description from 18 months ago, update two bullet points, and call it done. The sourcing, the process, the candidate experience — none of it matters if the role itself is defined wrong. A misaligned hire costs more than a slow hire. But we optimise for speed and scoring consistency, not for whether the role we're filling is actually the role we need. The most expensive part of hiring is almost never the recruiting budget. It's the six months before anyone admits the fit was off.
LinkedIn — Framework
Gives something immediately actionable
One question that changed how I think about writing job descriptions: "If the person we hire is wildly successful in this role two years from now, what did they actually do?" Not which tools did they know. Not which processes did they manage. What did they achieve — and for whom? Start there, and work backwards to requirements. You'll likely find: → Half the "required" skills become irrelevant → The seniority level shifts (up or down) → The title might be wrong entirely Job descriptions written from outcomes attract people who want to build something. Job descriptions written from tasks attract people who want to maintain something. Those are different candidates. Which one do you actually need?
Newsletter intro
Warm, editorial — reads like a letter from a trusted editor
This week I want to talk about a hiring mistake that's almost invisible until it isn't. It doesn't show up on a scorecard. It doesn't get flagged in an exit interview. It happens before the first candidate ever applies — in the thirty minutes someone spends writing a job description by pulling up the last one. The result is a role defined by the past: what the previous person did, what the team wished they'd done better, what skills felt important at a moment that no longer exists. Round by round, those descriptions accrete requirements. Nothing gets removed. And the company ends up recruiting for a version of itself that it has already moved beyond. In this issue, we look at what it means to write a job description as a forecast rather than a historical record — and why that single reframe tends to surface more strategic clarity than any amount of interview optimisation. Let's get into it.
Short tip — Diagnostic
Helps readers self-identify the problem
Run this quick audit on your next open role. Open the job description and ask: when was this last written from scratch — not updated, written from scratch? If the answer is "the last time we hired for this role," you have a copy-paste JD. It describes a past version of the position, not the current one. The tell: requirements that feel oddly specific, or bullet points that contradict each other because they were added in different hiring rounds. Rewrite it from the outcome, not the task list. It takes one meeting. It saves months.
Short tip — Manager-facing
Addresses the decision-maker directly
Before your next intake meeting with a hiring manager, drop this question into the agenda: "If this hire is extremely successful, what's different about the team in 18 months?" Most managers haven't been asked this. They'll default to describing the role's responsibilities. Push past that. You want the outcome, not the job description they already have in mind. The answer tells you whether you're filling a functional gap or a strategic one — and those two openings require completely different candidates, timelines, and sourcing approaches.
Short tip — Reframe
Shifts mental model with a single image
Think of the job description as a contract with the future, not a report on the past. Every requirement you list is a prediction: this skill will matter in this context. Every qualification threshold is a bet: candidates below this line probably won't succeed here. If those predictions were written 18 months ago for a team that's since doubled, a strategy that's since pivoted, or a market that's since shifted — you're hiring for a company that no longer exists. The JD doesn't need a polish. It needs a rewrite. Start with the question: what does success actually look like here, now?
Results
1→8
pieces of content from one article
3 min
to generate — down from 2–3 hours
4
distinct LinkedIn angles, none repetitive
1 mo.
of content presence from one writing session
The prompt system
// Role & mission Role: content strategist and repurposing specialist Mission: turn one long-form article into 8 distinct, publish-ready content pieces // Output structure — always produce all 8 LinkedIn 1: Provocative opening — challenges the reader's assumption LinkedIn 2: Storytelling — puts the reader in a real scenario LinkedIn 3: Contrarian data point — goes against conventional wisdom LinkedIn 4: Practical framework — gives something immediately actionable Newsletter: Warm editorial intro — reads like a letter from a trusted editor Tip 1: Diagnostic — helps readers self-identify the problem Tip 2: Manager-facing — addresses the decision-maker directly Tip 3: Reframe — shifts mental model with a single image or analogy // Quality rules Each piece must stand alone — no reference to "as mentioned above" No two pieces should feel like paraphrases of each other LinkedIn posts: no bullet-point lists in posts 1–3, conversational flow only Newsletter intro: 150–200 words, ends with a forward-looking sentence Tips: 80–120 words each, one concrete action or reframe per tip // Usage → Paste the full article below this prompt to generate all 8 pieces.
How to use it
01
Write the article
One long-form piece per month — any topic in your domain. 500–800 words.
02
Paste into Claude
Add the prompt system above, then paste the full article directly after it.
03
Get 8 outputs
All 8 pieces generated in one pass — each with a different angle and tone.
04
Schedule & publish
Copy each piece into your scheduler. One writing session covers the full month.
Get this system
"1 → 8" Repurposing

The same system, built around your topics, your tone, your platforms. You answer a 3-minute form, I send back a written scope within 24 hours — everything happens by message, no call needed.

Simple guarantee: if it doesn't match the written scope we confirm, I rework it free until it does — and if after two rounds it still doesn't, full refund.

€150
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