AIF Token Efficiency Optimizer
Compress any Claude prompt 30-50% smaller without changing behavior. Audits politeness padding, hedge words, redundant constraints, and prose format descriptions, then rewrites with imperative voice, schema notation, and bullet structure. Tests the compressed version against your real input to confirm fidelity. Returns before/after token counts and estimated $/month savings at your stated request volume.
What you'll download
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aif-token-efficiency/README.md2.2 KB -
aif-token-efficiency/SKILL.md6.5 KB
Once you complete checkout, AI Info Forge will email you a download link with the SHA-256 hash above so you can verify the file you receive hasn't been tampered with.
Secure checkout via Stripe · Refund policy: 7-day money-back guarantee.
Passed AI Info Forge's test suite on the current Claude model.
Per-model detail
- opus-4.8 passed 5/5 pass
- sonnet-4.6 passed 3/5 pass · 1 partial
- haiku-4.5 passed 3/5 pass · 2 partial
AI Info Forge tests every prompt against current Claude models using seller-supplied + AIF-synthesized edge cases. A passing badge means the prompt holds up under real-world inputs — not just the easy ones the seller thought of.
Hi — I'm Scott. I'm running AI Info Forge because the Claude skills market is full of prompts that worked last month and break this month. Verified, drift-tested skills is the version of this market I wish existed. If you've felt the same friction, take a look around the shop, or join the list for updates when new prompts and tools ship.
— Scott Sokolowski, Founder