We Made Claude Pro Last 26.5% Longer
You're mid-task. Claude is in flow. Then the plan limit hits and everything stops. You know the feeling — the session cuts out, the context is gone, and you're starting over. For heavy Claude Code users, this isn't an occasional annoyance. It's a regular ceiling on what you can get done in a day.
We built Edgee's Claude Code Compressor to push that ceiling back. And last week, we put it to the test.
The Endurance Test
We ran a controlled benchmark using our open-source claude-compression-lab. The setup was simple:
- Two isolated Claude Code sessions: one running normally, one routed through Edgee's token compressor
- The same fixed set of 27 coding instructions, pasted one by one into each session
- Each session tracked plan consumption via
.claude/.claude.json - Both sessions ran until their Claude Pro plan was exhausted
One session stopped at 21 instructions completed. The other kept going.
The Results
| Metric | Baseline Claude | Claude + Edgee | Improvement |
|---|---|---|---|
| Instructions completed | 21 | 26.5 | +26.2% |
| Plan consumed per instruction | 4.76% | 3.77% | 20.8% more efficient |
| Total session cost | $10.25 | $12.26 | +19.6% |
| Cost per instruction | $0.488 | $0.463 | 5.1% cheaper per task |
The Edgee session spent more in absolute terms — because it completed more work. But on a per-task basis, it was actually 5% cheaper. The plan stretched further and went further.
Same plan. Same tasks. 26.5% more work done.
How It Works
Edgee sits between Claude Code and Anthropic's API. Before each request is sent, Edgee compresses the conversation history and context — stripping redundancy while preserving meaning. Claude receives a smaller, cleaner prompt. Less token overhead means each request consumes less of your plan, and the same fixed budget covers more ground.
The key challenge in compression is preserving semantic fidelity: remove too much and you degrade the response. Edgee handles this automatically, applying compression policies tuned for Claude Code's patterns. For a deeper look at the technique, read Achieving More With Less Using Token Compression.
What This Means For You
If you're a heavy Claude Code user hitting plan limits regularly, this is a direct quality-of-life improvement. No workflow changes required — you just point Claude Code at Edgee's gateway instead of Anthropic's API directly as explained in this documentation.
The math is straightforward: if your current plan runs out before your work does, you either pay for more plans or you stop. Edgee lets you do more with the plan you already have.
What's Next
These are our first published results, and there's more headroom ahead. We're actively improving our compression models to push efficiency further — the 26.5% gain is a floor, not a ceiling. We're also building compressors for the other popular coding assistants, so Claude Code won't be the only one to benefit for long.
Get started on Edgee → Edgee Console