UK-based independent AI efficiency projectEvidence before claims ยท 2026

Tools

Practical utilities ยท no account ยท no external AI calls

Choose a focused AI workflow tool

These browser-based utilities address recurring optimisation problems: concise operating rules, deliberate context use and input-token cost. Each tool has its own page and explains its assumptions before use.

Available tools

AI Token Optimisation Rules Builder

Select token-efficiency rules and see the exact Markdown sentence each option controls.

Problem it solves: Solve avoidable context rereads and unnecessary model/tool work.

Open AI Token Optimisation Rules Builder โ†’

AI Context Cost Calculator

Compare monthly input-only cost using user-entered token counts, cached shares and rates.

Problem it solves: Solve opaque context-cost scenario comparisons without an API call.

Open AI Context Cost Calculator โ†’