
Every time I started a new project, I ended up in the same place: a half-broken Excel spreadsheet trying to figure out if what I was building was financially viable.
Not "will this business succeed" viability. Just basic math. How much will this RAG pipeline cost per month at 10,000 queries? If I add 4K upscaling to my Runway Gen-3 workflow, what does that actually do to my credit burn? If my SaaS is spending $15k/month and making $5k in MRR, how many months do I have?
These aren't complicated questions. But the answers were always scattered. Runway's pricing page doesn't tell you what 30 videos/month at 10 seconds each costs in dollars. OpenAI's token calculator doesn't factor in the context injection overhead from your vector database retrieval. Nobody puts these things together.
So I built ByteCalculators — 21 free calculators in one place.
AI infrastructure:
RAG Cost Estimator — factors in embedding generation, vector DB storage (including HNSW index overhead), and the Top-K context injection that inflates your LLM input tokens on every query
LLM Token Cost Calculator — compares OpenAI, Anthropic, DeepSeek, and others side by side
Fine-Tuning Cost Estimator — training compute costs across model sizes
AI Video Cost Calculator — Runway Gen-3, Kling AI, Luma Dream Machine, with a "rates verified" date per model since pricing changes constantly
VRAM Calculator, Prompt Caching Cost, Context Window Cost, and more
Business & finance:
SaaS Runway & Burn Rate — calculates net burn and shows you exactly when you hit $0, with a "default alive" indicator
Quit Your Job Calculator — how much does your side hustle need to make before leaving is mathematically safe
Crypto DCA Simulator, Crypto Profit Calculator, YouTube Money Calculator, Instagram Money Calculator, HYSA Savings Calculator, and more
21 calculators total. All free, no login, no account.
Each calculator runs on vanilla JavaScript inside a Shadow DOM container. No React, no Next.js, no build step.
The reason: I wanted them to load instantly. There's nothing more frustrating than opening a "simple calculator" and waiting 3 seconds for a JS bundle to hydrate. These open in under 300ms on a slow connection.
The tradeoff is that price updates are manual. When Runway changes their credit pricing, I update the number directly in the code. To make this visible, each calculator shows a "Rates Verified: [Month Year]" badge so users know when to come back and recheck.
More calculators. The ones I'm working on:
Pinecone vs Qdrant vs Weaviate cost comparison — vector DB pricing is genuinely confusing
API rate limit calculator — how many concurrent users before hitting TPM limits
GPU rental cost comparison — Lambda vs RunPod vs AWS for inference
If you've hit a cost problem that you ended up solving in a spreadsheet, I want to hear it. That's basically my backlog.
bytecalculators.com
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