GROK + OPUS 5.5 = 18,000 PARTICLES SHOWING WHY YOUR AI BILL IS 87% TOO HIGH
whether you run grok, opus 5.5 or any other big model, you're probably paying full price for the same prompt again and again.
this board shows where the money goes:
fire = tokens the model reads fresh, at full price
ice = tokens reused from cache, at about 10% of the price
gold = what you keep
same 18,600-token request, example pricing:
→ no cache: $0.0558
→ cached: $0.0072
three rules decide which side you're on:
1. same stuff first: instructions, tools and docs at the top
2. new stuff last: only the new message at the bottom
3. don't edit the start: one changed line at the top makes everything after it full price again
and caches go cold. leave one idle for a few minutes and you pay to write it again.
i break down AI cost tricks like this in plain english. if someone on your team pays the API bill, show them this.
did you know your AI could reuse most of your prompt for a tenth of the price?
SHE FIRED A WRITER AN EDITOR AND A DESIGNER AND REPLACED ALL THREE WITH ONE CLAUDE PROMPT
alright, that's it for now, catch you next time
wait, here's what she actually built before signing off
this girl wired Claude straight into her YouTube pipeline and it runs the whole channel for her
she tells Claude the kind of video she wants in plain English
it writes the title, the hook, the full script and the retention beats
then it drafts the thumbnail concept and the description with the search terms already baked in
she drops the script into an AI voice and the narration comes back clean and natural
one prompt handles what used to take a writer, an editor and a thumbnail designer
she uploads daily now and never shows her face once
the whole system lives inside a single Claude prompt she reuses for every video
tomorrow I post the exact prompt she runs so you can wire up your own channel from zero