One of my key objectives right now is to drain my Claude quota every week. Not as a vanity metric — as an objective measure of how much leverage I’m pushing through my day.
When you’re a solo dev building on the side, AI is your team. Your designer, your researcher, your marketing department, your junior dev. An unused quota means your team is sitting idle. That’s capacity you’ve already paid for doing nothing.
It’s not just code
The obvious use is development. But that’s maybe half of it. I use Claude for business research, visual design, generating SVG logos, setting up machine learning pipelines, interrogating ML predictions for feedback on how to improve them. I use it for day-to-day stuff too — gardening questions, whatever comes up.
The other day my kids asked me about some maths problems. I gave Claude a one-line prompt and it built them an app. A working maths app from a single sentence. Without AI, I’d have come up with some questions myself — but they’d have been a lot more boring and with nowhere near the variety.
The point is that every facet of your day is an opportunity to push work through AI. Not just the technical stuff. The more you use it, the more you realise how much you were leaving on the table.
The fixed-cost mindset
A Claude subscription is a fixed cost. Whether you use it for one question a day or a hundred, you’re paying the same amount. Compare that to what any of these services would cost individually — a designer, a researcher, a tutor for your kids. The ROI scales with usage. Every idle hour is wasted leverage.
I check my usage dashboard regularly. I optimise per session and per week. It’s the same instinct as tracking billable hours when I ran my own business — except now I’m measuring how much I’m getting out of the tool rather than how much I’m putting in.
This is a solo dev thing
I don’t apply this thinking at my day job. There the work is architectural and strategic — it doesn’t lend itself to raw throughput. But as a solo builder, I’m the bottleneck for everything. Design, development, research, marketing, decisions. AI removes that bottleneck, but only if I actually use it.
If you’re a solo dev with an AI subscription and you’re not pushing it to the limit, ask yourself why. The capability is there. The cost is already paid. The only variable is whether you’re feeding it enough work.