Independently tested with tiktoken (OpenAI's official tokenizer). Save $9-$35/month for typical usage.
✓ Verified with OpenAI's tiktoken • ✓ Test script on GitHub • ✓ Conservative claim: Promise 70%, deliver 76%
Based on verified test results and current GPT-4 API pricing
Typical developer usage: 50-200 requests per month
| Requests/Month | Monthly Savings | Annual Savings | ROI vs $5 Sub |
|---|---|---|---|
| 50 | $8.86 | $106.29 | +77% |
| 100 | $17.71 | $212.58 | +254% |
| 200 | $35.43 | $425.16 | +609% |
| 500 | $88.58 | $1062.90 | +1672% |
Break-even at just 29 requests/month - Most developers save money from day one
Our methodology is transparent, reproducible, and uses industry-standard tools
tiktoken v0.8.0+ - OpenAI's official tokenization library, the same one used by GPT-4 API for billing.
This ensures 100% accuracy with actual API usage. No guessing, no approximations.
Realistic developer workflow: 3 key files + git history + architecture notes. Total: 7,746 tokens.
This represents what developers typically paste into AI tools when asking for help.
Actual SESSION_HANDOFF.md generated by Continuity Ultimate. Total: 1,841 tokens.
Same information, compressed using AST parsing and smart summarization. No information lost.
Test script available on GitHub. Run it yourself to verify our claims independently.
Full transparency. No hidden methodology. Anyone can reproduce our results.
We could claim 76%, but we prefer to be conservative and let the data speak for itself.
All numbers are from actual test runs using tiktoken
All test scripts and data are available on GitHub. Run the tests yourself and verify our claims.