2.5B Codex tokens since April 10. I think I accidentally became a power user.

Understanding Your ChatGPT and Codex Usage: Insights from a Power User

In recent days, I observed that my Codex activity card indicates a staggering total of 2.5 billion tokens processed since April 10. Additionally, I experienced a peak day where I utilized around 245.5 million tokens. To clarify, this figure reflects my combined activity across various workflows and not directly tied to API billing or costs.

Context and Usage Patterns

My usage began on April 10, with approximately 19 days within this period where I didn’t engage with Codex, resulting in an average of roughly 45 million tokens per active day. While this is a substantial volume, it’s important to note that token count doesn’t necessarily equate to financial expense, as API billing involves different metrics.

I’m sharing this experience to gauge whether others are utilizing ChatGPT or Codex at similar levels, and to understand the types of workflows that underpin such extensive usage.

Beyond Simple Queries: A Shift in Interaction

My typical interactions aren’t limited to one-off questions. Instead, I’ve adopted ChatGPT as a core operational tool—akin to an integrated workspace. My activities include:

• Managing Git workflows
• Cleaning up and maintaining documentation
• Organizing repositories
• Planning local infrastructure
• Running redaction-safe document workflows
• Coordinating multi-step project handoffs
• Maintaining long-term project continuity
• Continuous planning, execution, verification, and iteration

A significant insight has been realizing how ChatGPT transforms when I move beyond a transactional approach. Initially, interactions felt like asking questions and receiving answers—simple and isolated. However, as shared context, clear rules, and structured project workflows developed, my engagements evolved into a cycle of:

Inspect → Propose → Execute → Verify → Preserve → Repeat

This iterative, contextual workflow greatly increased token usage but also its utility, turning ChatGPT into a persistent operational partner.

Questions for the Community

This experience raises several questions:

• Are others seeing token consumption levels comparable to mine?
• Do you primarily use ChatGPT for quick, one-off tasks, or as part of sustained, long-term projects?
• How do you manage and organize context, relevant files, and decisions?
• When approaching or exceeding usage limits regularly, what strategies do you employ?
• At what point do subscription tiers like ChatGPT Plus or Pro no longer meet your workflow needs?

Final Thoughts

Reflecting on this, I’ve come to realize there is a potentially vast difference between casual interactions with ChatGPT and viewing it as a systematic work platform. The latter involves sustained, iterative, and context-rich workflows that can lead to significantly higher token utilization. This shift from a simple AI assistant to a comprehensive operational tool highlights the evolving role of AI in complex workflows.

Would love to hear others’ experiences and insights on integrating ChatGPT and Codex into ongoing, high-intensity projects.