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Paste your prompt → optimize it → cut token cost instantly.

  1. 1

    Count tokens and estimate costs for any AI model

    2024

  2. 2
    Edgee196

    The AI Gateway that TL;DR tokens

    Feb 2026

  3. 3

    See your LLM token bill before you hit send.

    2025

  4. 4PE

    Nowadays, a common AI tech stack has hundreds of different prompts running across different LLMs. Three key problems: - Choices, picking from 100s of LLMs the best LLM for that 1 prompt is gonna be challenging, you're probably not picking the most optimized LLM for a prompt you wrote. - Scaling/Upgrading, similar to choices but you want to keep consistency of your output even when models depreciate or configurations change. - Prompt management is scary, if something works, you'll never want to touch it but you should be able to without fear of everything breaking. So we launched Prompt…

    2024 · jigsawstack.com

  5. 5
    AiPrice96

    API for calculating OpenAI LLM tokens and pricing

    2023

  6. 6

    Access 1 billion tokens per month for free

    Apr 2026 · github.com

  7. 7

    RAG-ready web scraping that cuts your LLM token costs

    Apr 2026 · geekflare.com

  8. 8

    Compress AI prompts, cut token costs by 15%

    Feb 2026

  9. 9

    Cut your LLM Token Costs by 65%

    Jul 2026 · supercompress.dev

  10. 10

    Trim unnecessary code, save AI tokens, and reduce API costs.

    29d ago · token-trim.vercel.app

  11. 11

    Count AI tokens and API costs before you ship a prompt

    Jun 2026 · freetokencounter.com

  12. 12AU

    Hi HN, I was once given the advice: Don't waste expensive frontier model credits (GPT/Claude/etc.) on bulk work. Send the boring, repetitive, high-volume jobs to a smaller model, and save the expensive prompts for when you actually need frontier-level reasoning. I complained and told my manager that I shouldnt have to think about using certain models for certain coding tasks, and that one model should handle everything. Well, here we are anyway. If anyone needs a place to absolutely abuse an LLM with high-volume tasks, come beat ours up at https://yolo-auto.com. Here are…

    Jul 2026 · yolo-auto.com

  13. 13

    Offline AI prompt compressor to save up to 50% on tokens

    Aug 2026 · shrinktoken.netlify.app

  14. 14

    Cut LLM API costs by 65%. No GPU. No code changes.

    Apr 2026 · twotrim.com

  15. 15

    AI Prompt Optimization and Prompt Library Management.

    May 2026 · ecotoken.dev

  16. 16

    Cut LLM costs. Free audit, pay only if it works.

    Jun 2026 · decomp-ai.vercel.app

  17. 17RA

    Hi HN, we are the founders of Relari (https://www.relari.ai). We launched our LLM evaluation stack on HN a few months ago (https://news.ycombinator.com/item?id=39641105), which is now used in production by AI teams at companies like Vanta and PwC. We have since expanded to directly optimizing parts of an LLM pipeline using a data-driven approach. In particular, we see a lot of potential in the Auto Prompt Optimization—which could be an attractive alternative to fine-tuning in many cases—to use data to align LLMs for domain-specific tasks. Here’s a demo video:…

    2024

  18. 18

    Cut LLM token costs 40-70% with offline prompt compression

    Jul 2026 · llmslim.app

  19. 19CS

    Hi HN! Token cost has started to become a high topic of concern to all of us. I tried a few (awesome) tools such as rtk, caveman, and the recent (hillarious but effective) ponytail. What they usually do, is in-line token reduction, e.g. try to compress requests / responses as much as possible. But then it hit me (and I’m sure others had similar ideas) - just like we have routers that pick the right model, why not have something that will also narrow down the amount of available tools, skills and mcps based on repo/context? People usually accumulate skills, agents, MCP servers,…

    Jun 2026 · github.com

  20. 20

    Cut LLM Costs 30-80% 2-Minute Setup.

    Dec 2025

  21. 21

    Every number behind your AI prompt. Free, no signup.

    Apr 2026 · ai-token-counter-wheat.vercel.app

  22. 22

    Intelligent LLM Cost Optimization Platform

    Mar 2026 · optillm.puniminds.com

  23. 23

    An AI Cost Optimization Infrastructure for LLM Applications

    Mar 2026 · getpromptly.in

  24. 24

    Update AI prompts without redeploying your app

    Feb 2026

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