The ROI of AI coding looks completely different when you are a bootstrapped founder
Octavio’s Newsletter
SubscribeSign in
The ROI of AI coding looks completely different when you are a bootstrapped founder
Octavio<br>Jun 07, 2026
Share
For a large company, AI coding can become a huge software bill.<br>Thousands of employees. Premium models. Long-running agents. Token usage nobody really tracks. Finance teams trying to understand why the cost keeps going up and whether the company is actually shipping more because of it.<br>Thanks for reading Octavio’s Newsletter! Subscribe for free to receive new posts and support my work.
Subscribe
That problem is real.<br>But from my side, the math is very different.<br>I have a full-time job.<br>My projects happen before work, after work, late at night, and on weekends.<br>So when I use AI coding tools, I am not trying to make a large engineering organization slightly more productive.<br>I am trying to create capacity I do not have.<br>A feature in @GetLimpio that would normally take me several nights can sometimes be planned, implemented, tested, and improved much faster.<br>A product decision in @AddressHub can move forward without waiting until I have budget for another engineer.<br>A bug, a refactor, an onboarding improvement, a test suite, a product flow, all of those become more realistic when I can work with AI as part of the build process.<br>Without AI, a lot of what I have built in the last two years simply would not exist.<br>That is the real difference.<br>For a large company, AI can be marginal productivity at massive scale.<br>For a bootstrapped founder, AI can be missing capacity.<br>The other important part is model discipline.<br>Not every task needs the most expensive frontier model.<br>I still use stronger models when the problem needs deeper reasoning, but for a lot of implementation work, open coding models through tools like @OpenCode Go are already good enough.<br>And sometimes “good enough at a much lower cost” is exactly what makes the ROI work.<br>So I understand why companies are starting to worry about AI costs.<br>But I do not see AI coding as a cost problem by default.<br>Used without control, it becomes one.<br>Used with discipline, especially by a founder with limited time and limited capital, it can still be one of the highest-ROI tools available.<br>Same technology.<br>Very different math.<br>Thanks for reading Octavio’s Newsletter! Subscribe for free to receive new posts and support my work.
Subscribe
Share
Discussion about this post<br>CommentsRestacks
TopLatest
No posts
Ready for more?
Subscribe
© 2026 Octavio · Privacy ∙ Terms ∙ Collection notice<br>Start your SubstackGet the app<br>Substack is the home for great culture
This site requires JavaScript to run correctly. Please turn on JavaScript or unblock scripts