The bait, then the rug-pull.
Kallaway opens with the rarest move in a tutorial: a confession. "I've never really liked making content." Then he hands you the system he built to compensate — six labeled steps with AI plugged into every one, and a batch loop that converts ten posts into next month's three winning formats. Watch this not for the prompts (those are linked free below) but for the structural lift: a content workflow with the boring parts surgically removed.
What the video promised.
stated at 01:07“I'm gonna take you through my entire AI-powered content system. First we'll go through one rep end to end across my six step workflow, and then at the end of the video I'll take you through my 10x batch system.”delivered at 31:40
Where the time goes.

01 · Cold open + promise
Hook: 'great content faster without sacrificing originality.' Authority drop: million followers, billions of views, 50 videos/month. Confession: I never liked making content. Promise: end-to-end six-step workflow + 10x batch.

02 · Step 1 — Topic
Build a Sandcastles.ai watchlist of 20–30 micro→medium channels. Sort by outlier score, set engagement ≥2%, bulk-analyze top 100. Export CSV → Claude. Prompt clusters into 8–15 topic buckets ranked by avg outlier score. Set automation rule: any 5x+ outlier auto-processed.

03 · Step 2 — Format
~20 dominant format buckets (breakdown, s-tier, A-vs-B, clone). Most creators settle on 2–3 hero formats. Use Claude on same CSV to rank format performance. Open winners in tabs to study visual flavor and pick one to mimic.

04 · Step 3 — Substance (the sauce)
Two parts: contrarian take + evidence. AI is bad at the take (regurgitates training data) but good as a brainstorming partner for the evidence layer. Example: 'how to write better hooks' → contrarian take = text-hook matters 10x more than spoken hook → evidence = comparison clips + psychology of vision-vs-hearing.

05 · Step 4 — Hook
Three components: visual + text + spoken. Build a Claude 'hook writing skill' from extracted top-performing hooks, bucketed by storytelling format, converted into Mad-Lib templates. Match hook format to chosen video format.

06 · Step 5 — Script
Don't trust generic AI script writers. Build a script-writing skill from 10–20 of your own top-performing transcripts (or one creator's) via Sandcastles → Claude. Feed in topic + format + take + hook → get a 90% draft in your own voice.

07 · Step 6 — Edit
Four paths: pick a low-edit format / brute-force DIY (CapCut/Reels/Premiere) / Claude Code + Remotion (emerging, 2–3/10) / hire an editor (his recommendation if you're running a business).

08 · AI-enabled creativity frame
Meta-thesis: AI doesn't replace creativity, it frees up time for it. Use AI fully for topics, mostly for formats, brainstorm-partner for evidence, voice-cloned for scripts, emerging for edit. Contrarian take stays human.

09 · 10x Batch system
Run topic research once, fan out 10 videos. Post one/day for 10 days. Score by conversions > followers > views. Winners ≥5x avg → run 3 of next 10 in same lane. Winners ≥10x → carry topic+format verbatim. Three confirmed 10x winners = next batch fully proven.

10 · Outro + chef emoji CTA
Coaching program pitch (he personally reviews your videos), free prompts doc, Sandcastles trial. Closes with community bat-signal: 'drop the chef emoji with the mustache, no other context.'
Visual structure at a glance.
Named ideas worth stealing.
The Six-Step Content System
- Topic
- Format
- Substance
- Hook
- Script
- Edit
Labeled spine that every video he ships runs through. AI is plugged into each step — fully (topic, format), partially (hook, script), as research partner (substance evidence), emerging (edit).
Substance = Contrarian Take + Evidence
- Contrarian take (the non-obvious thesis)
- Evidence (facts, metaphors, stories, case studies, A/B examples, psychology)
Great content = something most people don't believe + enough proof they can quickly get on board. AI regurgitates training data so it's bad at the take but useful as a brainstorming partner for the evidence layer.
Mad-Lib Hook Skill
Extract top-performing hooks bucketed by storytelling format, abstract them into fill-in-the-blank templates, save the result as a Claude skill so any future topic+format combo can be plugged into proven hook patterns.
Voice-Cloned Script Profile
Sandcastles export 10–20 top-performing transcripts (yours or one creator's) → Claude builds a tone/rhythm profile → save as a skill. Don't combine multiple creators (speaking patterns are fingerprints — mixing makes it generic).
The 10x Batch System
- Batch of 10 videos / 10 days
- Score: conversions > followers > views
- 5x avg = winner (3 of next 10 in that lane)
- 10x avg = liquid gold (carry topic+format verbatim)
- Three 10x winners = next batch fully proven
Converts 'post consistently' platitude into operating discipline with concrete thresholds. Topic research runs once per batch so the per-video cost drops dramatically.
AI-Enabled Creativity
Meta-thesis: AI doesn't subtract human creativity, it subtracts the boring repetitive work surrounding it, so you spend 100% of your time on the only piece AI can't do — the contrarian take. Stated three times across the video.
Lines you could clip.
“I've never really liked making content.”
“Use AI to automate the boring parts so I could free up more of my time to be creative on the fun parts.”
“Nothing else really matters if you pick a losing topic.”
“Substance boils down to two things: your contrarian take, and the evidence you give to support it.”
“The genius of being good at content is really how easily you can come up with these non-obvious contrarian insights.”
“If you ever follow someone and their content is always just replications of stuff you've already heard — don't ever pay that person for services.”
“It's not that AI is gonna remove human creativity — it's that it frees up human creativity.”
“When you have a 10x — that is liquid gold.”
“Speaking patterns are like fingerprints. If you combine examples from three creators, it'll confuse the writer and make it generic.”
How they spent the runtime.
Things they pointed at.
How they asked for the click.
“Subscribe to the channel. Like the video and leave a comment — just the chef emoji with the mustache, no other context. That's my bat signal because I'm cooking.”
Disarmingly soft. He earns it: 'level of detail like this shouldn't be given away for free, but I really wanna see you guys win.' Then triple-stacked asks — subscribe + chef emoji + free resources below — but the emoji ask is the genius move because it's a community in-joke not a transaction. Engaged viewers self-identify and the algorithm gets a comment-density spike.
Word for word.
Steal this spine.
Every great content system is just a labeled assembly line where AI is plugged into the boring steps and the human is reserved for the contrarian take.
- Adopt the six-step spine (Topic, Format, Substance, Hook, Script, Edit) as a visible label on screen in your own tutorial videos — it becomes both the structure AND the watch-time scaffolding.
- Build a Sandcastles-equivalent watchlist for whatever niche you're seeding next. Pull a CSV of top-outlier videos, feed it to Claude, cluster into topics. Do this once per batch, not per video.
- Steal the 'save it as a Claude skill' move. Every reusable AI step (hook writing, script profile, evidence research) should become a named skill so the second batch is twice as fast as the first.
- Use the 10x batch math verbatim: 5x = winner (3 of next 10), 10x = run it back, 3 winners = next batch fully proven. Converts 'just post more' into operating discipline.
- For your own short-form, write the 'I-hate-X-but-I-built-the-system-anyway' cold open. Joe's marketer-who-hates-marketing arc is the same shape — instantly disarming.
- Borrow the emoji bat-signal CTA. Pick ONE signature emoji per channel (construction emoji for build, tea emoji for sip ship sell, etc.) and ask for it in the comments with no context. Free engagement signal.
- Don't let the Sandcastles dependency seduce you — the underlying principle (outlier-scored watchlist + AI clustering) works just as well on a manual spreadsheet today.
What this could mean for you.
Stop treating each post as a fresh blank page — build a small system that does the boring research once and lets you reuse the same proven topic/format combos.
- Pick 20–30 creators in your exact niche and track them in one place. You'll see patterns way faster than you would from doom-scrolling.
- Before writing anything, ask: what's my contrarian take here? If you can't name one, the video won't land — pick a different topic.
- After posting 10 videos, look at which ones got 5x more conversions/followers/views than your average. Make 3 more like the winner. Don't reinvent every time.
- Use Claude as a brainstorming partner, not a script generator. Give it your contrarian take and ask 'what evidence would prove this?' — that's where AI actually adds value.
- If you're running a business, don't edit your own videos forever. Either pick a format that needs almost no editing, or hire someone the moment you can.
- Score posts by conversions first, followers second, views last. Views without follows or conversions are vanity.






































































