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//Beforeyouship is a pre-build tool to estimate the LLM cost

//Beforeyouship is a pre-build tool to estimate the LLM cost

by indiegoing·Mar 26, 2026·3 points·5 comments

AI Analysis

●●SolidSolve My ProblemShip It

Pre-build cost modeling beats naive token math when Vercel bills you next month.

Strengths
  • Models realistic multipliers like retry rates and cache hits, not just base token costs.
  • Shareable links auto-update with your scenario for team collaboration.
  • Shows 3× and 10× growth projections to catch budget surprises early.
Weaknesses
  • Token counts still require manual estimation, accuracy depends on user input.
  • LLM cost calculators exist; differentiation is pre-build vs production optimization.
Target Audience

Solo developers and startups planning AI-powered applications

Similar To

Vercel AI Cost Calculator · LangChain Cost Tracker · LLM Token Calculator

Post Description

For one of my projects, I needed to choose an LLM but got lost in numbers and tokenization. So I searched for a solution which could help me do the math, but only found tools that helped with cost management and optimization at the production stage. I did some research and found that this is an existing problem, especially if you are a vibe-coder or solo developer starting an AI-powered app from scratch.

So I built an MVP to test with you guys — if any of you relate to the problem, please tell me what works and what's missing. Already included retries, prompt caching, batch discounts, and 3×/10× growth scenarios across 6 models (GPT-4o, Claude, Gemini, DeepSeek and more). Also the app models full architecture, the user just needs to pick an app type and set the usage pattern.

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