introducing the prompt efficiency suite
the first free full-stack suite for every ai developer
hello everyone,
>> recently, i shared a personal update about dot and also promised to share some projects im working on.
today, enter “the prompt efficiency suite” (link at the end).
whether or not you’re into ai, one thing is clear.
>> we're at a tipping point
ai-driven applications are generating hundreds of millions of prompts daily.
each polite “please,” flowery intro, or copy-pasted example eats tokens—and those tokens eat budgets.
>> why should you care?
every ai call starts with a prompt (ask any ai startup you know)
every token you send costs $$$ (or burns GPU).
curiosity is fun… until the invoice lands.
so if you've not raised millions of dollars, don't have a team of ex-open ai and gemini developers, or don't even know the heck you're doing but want to vibe code, how do you balance curiosity with budget reality?
over the past few days i built a full-stack prompt efficiency suite—a free toolkit that helps any ai dev, startup, or enterprise shrink LLM bills and squeeze more juice out of context windows.
yes the name is prompt efficiency suite. i know. i could do better with the name.
>> the suite lets you:
optimize & trim prompts- say bye to wasted tokens
translate prompts across different models (gpt-4 → claude → llama, automatically)
analyze cost in real time
integrate with JavaScript, ruby, and Python SDKs, webhooks, GitHub action and rest apis.
code-aware compression- detect language, strip comments/whitespace, keep syntax valid
aggregate benchmarks so the whole community learns what prompts work best.
version control: complete audit trail of prompt evolution.
repository scanner: scan & track most-used prompts
>> cost? $0.
i decided to make access entirely free, partly because some companies with heavyweight capital and a fairly sophisticated technical team will likely have a similar in-house tool.
the general audience is really any developer, startup or enterprise that calls and interacts with a foundational model (GPT, Claude etc).
i should also mention that im personally funding the server costs and have a limited budget.
hence, i'll be restricting access if there's too much load breaking my budget lol.
>> please share- access is free (for a limited time)
in the meantime, if you're know of any ai startup, an ai developer, or enterprise shipping anything on openai, claude, gemini, or an open-source model, please share with them.
>> click here to access and generate your access api key (and share w/ others).
dulra ❤️
This more than incridible