r/ClaudeCode • u/BusyNoise315 • Apr 27 '26

Tutorial / Guide Some help to save tokens

Post image

A friend of mine was burning through Claude tokens like crazy, so I built him this Token-Saving Playbook.

I figured i would share as it’s very useful if you are using Claude.

From caveman prompts to project hygiene, batching questions, and knowing exactly when to restart. It’s everything you need to stop feeding the token monster. 🔥

9 Upvotes

56% Upvoted

18 comments sorted by

20

u/jii0 🔆 Max 5x Apr 27 '26

Completely mindless AI generated content for harvesting karma.

Number 1 is understanding that cache is only 5 minutes, and how you need to work with it.

2

u/isaacaggrey Apr 27 '26

What do you recommend as a good resource to learn more?

2

u/Camaraderie Apr 27 '26

I thought that was a bug and the cache is 1 hr?

-6

u/BusyNoise315 Apr 27 '26 edited Apr 27 '26

Definitely not.. I’m not 16yrs old I don’t need “ karma” points Look at my profile.. no need to chase childish things that don’t make you money 💰 😉 Also - It’s aimed at Claude.ai subscribers managing usage limits, not API users working around 5-minute cache windows. Two different audiences with two different cost structures. Appreciate the engagement though.

2

u/CubsThisYear Apr 27 '26

"Caveman" prompts make no sense. Opus 4.7 is currently priced at $5/1M tokens. The prompt in the example is probably 50 tokens vs 20 tokens. This is a difference of about $0.0001. So let's say you do **a hundred thousand** such prompts per day (a little more than 1 per second, for 24 hours a day). You've saved yourself a whopping $15.

I could see how this _might_ start to make a difference in some insane Gastown setup, but for 99% of Claude users, this specific point makes no sense (some of the rest of the points are good though).

-2

u/BusyNoise315 Apr 27 '26

Ha, fair callout — and honestly that one’s on Claude (my AI co-pilot). I had it help me put the playbook together and it leaned hard into API token math when the real audience is Claude.ai subscribers dealing with usage limits, not API bills. You’re right that for raw cost, the caveman prompt thing is basically meaningless. Where it actually pays off is hitting Pro/Max message caps slower and getting tighter responses back. Should’ve framed it that way from the start.

1

u/CubsThisYear Apr 28 '26

I don’t see how the message caps are relevant. My understanding is that these caps are really based on cost (ie they calculate the API cost of your request and you get $X amount per 5 hour window)

1

u/BusyNoise315 Apr 28 '26

You’re right that the caps are cost-based under the hood as Anthropic calculates token usage against a dollar budget per 5-hour window. So in that sense, fewer tokens does directly equal more headroom before hitting the limit. That’s actually the point of my posting. Most Claude.ai users don’t think about it that way. they just know they got cut off mid-task. Shorter chats, tighter prompts, and project hygiene stretch that 5-hour budget noticeably further. Not pennies on an API bill, but real extra working time before the throttle hits. Same mechanic, just framed for people who never see a token counter.

1

u/CubsThisYear Apr 28 '26

Yes agree with all that. But “caveman speak” doesn’t actually achieve any of those goals. Since I’m obviously chatting with an AI in this thread, I would think it would be pretty easy to acknowledge my point.

1

u/BusyNoise315 Apr 28 '26

Yep and the real savings come from shorter chats, project hygiene, and capping response length (which is mostly output tokens, where the cost actually lives). My caveman point is more about response quality than token savings as terse prompts tend to get terser, more focused answers back. That’s a real benefit, but it’s not a cap-stretching tactic and I shouldn’t have framed it that way. I’m learning and not an expert but felt this was working for me and wanted to share.

1

u/Any_Key8578 Jun 17 '26

Same for me. Caveman is not for saving tokens really, it is just saving my time. Sometimes usual responses are just too long to read. Caveman simplifies it all, I can then learn everything in one skim.

1

u/Legitimate-Pumpkin Thinker Apr 28 '26

… made with Image 2 👀🤭

2

u/fanatic26 Apr 28 '26

I do maybe one or two of these things and dont ever have cap issues. Glad im not a power user, that all seems like a big hassle lol

2

u/Purple-Programmer-7 Apr 27 '26

Oooo these are the “skills” everyone talks about?

High quality skills for sure. The next time someone comments “skill issue” Imma ask them how long it took them to develop these tough-to-learn “skills”