I can give you an openclaw instruction that will burn over $20k worth of credits in a matter of hours.
You could also not talk to your claw at all for the entire month, setup no crons / reoccurring activities / webhooks / etc, and get a bill of under $1 for token usage.
My usage of OpenClaw ends up costing on the order of $200/mo in tokens with the claude code max plan (which you're technically not allowed to use with OpenClaw anymore), or over $2000 if I were using API credits I think (which Klause is I believe, based on their FAQ mentioning OpenRouter).
So yeah, what I consider fairly light and normal usage of OpenClaw can quite easily hit $2000/mo, but it's also very possible to hit only $5/mo.
Most of my tokens are eaten up by having it write small pieces of code, and doing a good amount of web browser orchestration. I've had 2 sentence prompts that result in it spinning up subagents to browse and summarize thousands of webpages, which really eats a lot of tokens.
I've also given my OpenClaw access to its own AWS account, and it's capable of spinning up lambdas, ec2 instances, writing to s3, etc, and so it also right now has an AWS bill of around $100/mo (which I only expect to go up).
I haven't given it access to my credit card directly yet, so it hasn't managed to buy gift cards for any of the friendly nigerian princes that email it to chat, but I assume that's only a matter of time.
Giving an agent access to AWS is effectively giving it your credit card.
At the max, I would give it ssh access to a Hetzner VM with its own user, capable of running rootles podman containers.
This is a problem for coding as smarter really has an impact there, but there are so so so many tasks that an 8b model that runs on a $200 gpu can handle nicely. Scrape this page and dump json? Yeah that’s gonna be fine.
This is my conclusion based on a week or so of using ollama + qwen3.5:3b self hosted on a ~10 year old dell optiplex with only the built-in gpu. You don’t need state of the art to do simple tasks.
Orthogonal credits are used more frequently by power users. For everyday tasks they'll last a very long time, I don't think any of our users have run out.
Some example Orthogonal user cases:
* customers in sales uses Apollo to get contact info for leads
* I use Exa search to help me prepare for calls by getting background info on customers and businesses
* I used SearchAPI to help find AirBnbs.
Point taken on the copy! We made this writing more technical for the HackerNews audience and try to use less jargon on other platforms.
Maybe $50 a month is an underestimate because our average user has been live for less than a month.
IMO I don't think the "OpenClaw has root access to your machine" angle is the thing you should worry that much about. You can put your OpenClaw on a VM, behind a firewall and three VPNs but if it's got your Google, AWS, GitHub, etc. credentials you've still got a lot to worry about. And honestly, I think malicious actors are much more interested in those credentials than wiping out your machine.
I'm honestly kind of surprised everyone neglects to think about that aspect and is instead more concerned with "what if it can delete my files."