Are your teams running out of GitHub Copilot credits? (nstech.substack.com)

GitHub has announced a significant shift to usage-based billing for Copilot, introducing AI Credits (AIC) starting June 2026. The standard $19 Copilot Business plan will provide users with 1,900 AIC per month, but many teams are already running low on credits halfway through the month. This change requires development teams to rethink their usage patterns and optimize AI tool effectiveness to avoid purchasing additional credits prematurely. By leveraging GitHub’s APIs and tools like OpenTelemetry, teams can gain insights into their AIC consumption, identifying factors contributing to high usage and emphasizing the importance of effective context management. The article underscores that improving Copilot efficiency is not just about providing more context but enhancing the quality of context provided to the AI, which is fundamentally a probabilistic model. Developers are advised to focus on context engineering—assessing the minimal high-quality context necessary for task completion rather than overwhelm the model with excessive information. Additionally, establishing smaller, purpose-built agents can lead to more predictable outputs and reduced credit consumption. Overall, the emphasis on understanding and optimizing AI credit usage will help teams refine their workflows and manage costs effectively, ultimately benefiting software development processes.