Why your content calendar should be Claude's problem
Most content advice tells you to "post consistently" and "watch your analytics". So you post, you glance at the numbers, one reel randomly does 10x the others, and you have no idea why — so you can't do it again. That's not a strategy, that's a poker machine.
Here's the shift: stop asking Claude to write content and start asking it to decide what content is worth making. Claude is genuinely good at pattern-finding — it just needs real data to find patterns in. Give it two feeds:
😵💫 You right now
- Stares at a blank notes app on filming day
- Posts, hopes, checks views obsessively
- Can't say WHY the good one worked
- Sees a competitor blow up, feels behind
🧠 You with this system
- Opens a ready-made film list on Monday
- Every idea is backed by real numbers
- Knows the format, hook and structure before pressing record
- Competitor breakouts become YOUR briefs
The receipts
This is the system I actually run — not a thought experiment. My accounts passed 60,000 followers, and most of that growth happened in the last six months, after I handed the "what should I film?" decision to Claude. I still film everything myself. Claude just makes sure I never film a guess.
The system has two data feeds and one weekly habit. Both feeds take about ten minutes each to set up, and neither needs a single line of code.
Feed it your own wins — connect Windsor
Windsor AI is a connector tool that pulls your real performance data — Instagram, TikTok, Facebook, YouTube — into one place Claude can read. Views, reach, shares, saves, watch time, per post. It has a 30-day free trial, no card drama, and setup is "log in, connect your accounts, done".
Create a Windsor account
windsor.ai → free trial → connect your Instagram (and TikTok if you post there). It starts pulling your post history straight away.
Export your last 90 days
Pull a CSV of your posts with views, reach, saves and shares. (If you use Claude with connectors, you can wire Windsor in directly and skip the manual export.)
Hand it to Claude with this prompt
Attach the export (or point Claude at the connection) and paste the prompt below. This is the reverse-engineering step — it's where generic advice dies.
Why this beats every "content ideas" prompt you've tried
Generic prompts give you generic ideas because Claude has nothing to anchor on. This prompt forces every recommendation to trace back to a real post with real numbers on YOUR account. When Claude says "make more screen-recording demos", it's because your screen-recording demos are outperforming — not because that's the vibe on the internet this week.
Feed it your competitors — connect Apify
Your own data tells you what worked yesterday. Your competitors' data tells you what's working right now. Apify is a scraping platform with a ready-made Instagram scraper — you give it a list of accounts, it returns their recent posts with view counts. No coding, and the free monthly credits cover a weekly scrape of five accounts.
Pick 5 creators to watch
Not the mega-accounts — pick creators one or two steps ahead of you in YOUR niche, whose audience looks like the audience you want. Five is plenty; more just adds noise.
Set up the scraper
apify.com → search "Instagram scraper" → paste your 5 profile URLs → run. It returns each account's recent posts as a spreadsheet-friendly file. Ask Claude to walk you through it the first time — it takes ten minutes.
Give the results to Claude with this prompt
This is the outlier hunt — the maths that separates "this creator is popular" from "THIS specific post broke out and here's the format to borrow".
The 3x rule is the whole trick
Don't chase raw view counts — chase the ratio. A post doing 3x its creator's normal performance means the FORMAT did the work, not the account size. Those are the only posts worth reverse-engineering, and most people never do this maths.
The Monday loop — one sitting a week
The two prompts above are powerful once. The compounding happens when they run every week — because what's working shifts constantly, and the system keeps you pointed at this week's answer instead of last month's.
My actual Monday, start to finish
1. Refresh the data
Re-run the Apify scrape, pull the fresh Windsor numbers. With Claude Code this is one command; by hand it's ten minutes.
2. Claude builds the film list
The film-list prompt below merges both feeds into 5-7 concrete video briefs — hook, beats, format source.
3. Film the batch in one sitting
Read the hook, ad-lib the body, next. A week of content in an afternoon because zero decisions happen on camera.
4. Schedule and walk away
Load the batch into your scheduler, spread across the week. The only daily task left is replying to comments and DMs.
Total: one focused sitting. Not "be on social media all day" — one sitting, backed by data, then back to running your business.
Level up: let Claude run the whole loop
If you use Claude Code, ask it to build you a small dashboard that does all of this automatically — scrapes on a schedule, finds the outliers, and shows your film list on a local webpage every Monday morning. Mine looks like a mission control screen and I did not write a line of it myself. Describe what you want; Claude builds it.
Make it yours, not theirs
One rule keeps this system ethical and effective: clone the format, never the content. The format is the structure — hook style, pacing, the shape of the reveal. The content is their story, their examples, their voice. Formats are shared physics; content is theirs.
The line, so it's crystal clear
Stealing: re-recording their script with your face.
The system: noticing that "what happens when you ask AI to do [scary thing]" broke out for two creators this week, and filming what happens when YOU ask AI to do something your audience worries about — your example, your result, your take.
And one more habit that quietly does more for reach than anything else: end every reel with a comment keyword. "Comment SYSTEM and I'll send it to you" turns a passive viewer into a DM conversation — the algorithm reads that as high-value engagement, and you capture the person instead of losing them to the scroll.
The two-tier CTA (protect your email list)
Setup checklist — 20 minutes, start to finish
Windsor AI
30-day free trial, then from ~US$19/mo. Your own analytics, readable by Claude. This is the "reverse-engineer MY account" feed.
Apify
Free monthly credits cover a weekly 5-account scrape. Pay-as-you-go after that (a few dollars). This is the competitor feed.
Claude
The brain. The chat app works fine to start; Claude Code turns the whole loop into one command later. You're probably already paying for it.
Your scheduler
Whatever you already use (Meta's own scheduler is free). The system decides WHAT to film — scheduling stays exactly as it is.
Today: connect the feeds
Windsor trial + connect Instagram (5 min). Apify account + first scrape of your 5 creators (10 min). Save both exports somewhere you'll find them.
Today: run prompts 1 and 2
The Windsor prompt on your data, the Apify prompt on the scrape. Read what comes back — this is usually the moment the penny drops about what your account actually rewards.
Next Monday: run the loop for real
Fresh scrape, film-list prompt, film the batch, schedule the week. That's the whole system. Repeat every Monday and let the compounding do its thing.
The honest caveat
Claude decides what to film — you still have to film it. This system removes the guessing, the blank page and the "what's everyone else doing" spiral. It doesn't remove pressing record. That part stays gloriously, annoyingly yours.
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