AI coding budget cuts made daily development slower again
A company lowered its Copilot and Claude plans after AI tool costs became too high. The development team could barely use after that. Most people used up their newly limited monthly allowance in about 10 days.
Work such as reading old internal code, debugging, improving performance, and writing code had to be done mostly by hand again. Tasks started taking much longer, closer to the time before were common. The shift also showed that the developers could still code, debug, and analyze without AI help.
They felt more direct control over the software structure. Claude was useful, especially Opus for finding edge cases, but it sometimes made wrong assumptions.
Key points
- The company reduced Copilot and Claude plans because spending was too high.
- Most developers used up the stricter monthly limits in about 10 days.
- Old code analysis, debugging, optimization, and coding became mostly manual again.
- Work became slower, but developers felt more control over the architecture.
- Claude sometimes made wrong assumptions, while Opus was strong at finding edge cases.