AI Calculators
Token costs, GPU sizing and other AI/ML calculators.
AI Token Cost Calculator
Estimate the cost of an LLM API call from token count and price per 1,000 tokens.
OpenAI API Cost Calculator
Project your monthly and yearly OpenAI API bill from expected request volume and average tokens per request — the real-world budgeting question behind any per-token price.
GPT Token Calculator
Calculate the exact cost of a GPT/ChatGPT API call from separate input and output token counts and per-model pricing — covers GPT-4o, GPT-4o mini, GPT-4 Turbo, o1 and GPT-3.5 Turbo rates.
LLM VRAM Requirement Calculator
Estimate how much GPU memory (VRAM) is needed to run a language model, from its parameter count.
Claude Token Calculator
Calculate the exact cost of a Claude API call from separate input and output token counts and per-model pricing — covers Claude Opus, Sonnet and Haiku rates, including a 1-million-token benchmark.
AI Agent Cost Calculator
Estimate the real cost of an AI agent completing a task across multiple reasoning steps — where cost compounds far faster than a single-turn chat request.
Claude API Pricing Calculator
Project your monthly and yearly Claude API bill from expected request volume and average tokens per request — turns a per-token rate into a real, actionable budget figure.
Prompt Token Estimator
Get a quick estimate of how many tokens a piece of text will use.
Word to Token Converter
Quickly convert a word count into an estimated LLM token count, or vice versa, using a standard tokens-per-word ratio.
RAG Pipeline Cost Calculator
Estimate a RAG (Retrieval-Augmented Generation) system's total monthly cost — retrieved context, generated answers, and query-time embedding, all combined.
AI Fine-Tuning Cost Calculator
Estimate what fine-tuning a model on your own dataset will cost, from dataset size, epoch count and your provider's per-token training rate.
ChatGPT Plus vs API Cost Calculator
Compare a flat-rate ChatGPT Plus-style subscription against pay-as-you-go API pricing at your actual usage level, to see which is genuinely cheaper.
Gemini Token Calculator
Calculate the exact cost of a Gemini API call from separate input and output token counts and per-model pricing — covers Gemini Pro and Flash tier rates.
AI Tool ROI Calculator
Find the net monthly value of an AI tool from hours saved versus its subscription cost.
AI Video Generation Cost Calculator
Estimate AI video generation cost, priced per second of generated footage — one of the newest and fastest-moving corners of generative AI pricing.
AI Chatbot vs Human Agent Cost Calculator
Compare all-human customer support cost against a chatbot deflecting a share of conversations, to find real monthly savings.
GPU Training Cost Calculator
Estimate the compute cost of training or fine-tuning a model on rented GPUs.
AI Image Generation Cost Calculator
Estimate the cost of generating a batch of AI images.
AI Model Cost Comparison Calculator (Two Models)
Compare two LLM providers' pricing side by side at your actual monthly input/output token volume.
LoRA Fine-Tuning Cost Calculator
Estimate GPU rental cost for LoRA or QLoRA fine-tuning — the parameter-efficient technique that trains a small adapter instead of the full model.
Chatbot Cost per Conversation Calculator
Estimate the monthly LLM cost of running a chatbot from average tokens per conversation.
Prompt Caching Savings Calculator
Find how much prompt caching saves when a large share of your input tokens (a system prompt, shared context, or document) repeats across requests.
AI Inference Latency Calculator
Estimate how long a model takes to generate a response, from tokens per second throughput.
AI Text-to-Speech Cost Calculator
Find the cost of converting text to speech at scale — priced per character, not per token, unlike most other AI services.
Vector Database Storage Cost Calculator
Find the storage cost of your vector database from vector count, embedding dimensions, and your provider's price per gigabyte.
Multi-Agent System Cost Calculator
Estimate the cost of a multi-agent system, where an orchestrator delegates work to several specialized sub-agents per task.
AI Speech-to-Text (Transcription) Cost Calculator
Estimate transcription cost from total audio minutes and your provider's per-minute rate — the standard billing unit for speech-to-text.
AI Embedding Generation Cost Calculator
Find the cost of embedding a document corpus into vectors — a one-time or recurring cost separate from the storage it produces.
AI Content Generation Cost per Article Calculator
Find the real total cost per AI-generated article, combining LLM generation cost with human editing and review cost.
Vector Embedding Storage Calculator
Estimate the raw storage size of a set of vector embeddings.
Fine-Tuned Model Hosting Cost Calculator
Find the ongoing monthly cost of keeping a fine-tuned model deployed and ready to serve requests — the recurring bill training cost alone doesn't capture.
AI Agent ROI Calculator
Compare an AI agent's total cost against the human time it replaces, to find real, defensible return on investment.
AI Subscription ROI Calculator
Find whether an AI subscription genuinely pays for itself, based on the real time it saves you each week and what your time is worth.
Context Window Usage Calculator
Find what percentage of a model's context window your prompt is using.
AI Model Training Time Estimator
Estimate how long training a model from scratch will take, from parameter count, training tokens, and your GPU cluster's real compute throughput.
Token Budget Planner (Requests per Month)
Work backward from a fixed monthly AI budget to find how many requests you can actually afford at your typical request size.
Batch API Discount Savings Calculator
Find how much a batch (asynchronous) API discount saves versus standard real-time LLM pricing for non-urgent workloads.
Training Dataset Size Calculator
Work backward from a target token count to find how many training examples you actually need to collect or generate.
AI Meeting Transcription & Notes Cost Calculator
Estimate the monthly cost of an AI meeting notetaker across your team's seats and meeting volume.
Semantic Search Query Cost Calculator
Estimate monthly cost for a semantic (vector) search service billed per query — separate from any LLM generation layered on top.
Function Calling Token Overhead Calculator
Find how many extra tokens (and how much extra cost) your tool/function schemas add to every single request in a tool-using LLM application.
Tokens-per-Second Throughput & Latency Calculator
Find how long an LLM response takes to generate, and how many requests per minute a given throughput can sustain.
AI Voice Cloning Cost Calculator
Estimate the combined one-time setup and ongoing usage cost of a custom cloned AI voice.
LLM Cost per 1,000 Words Calculator
Convert token-based LLM pricing into a familiar cost-per-1,000-words figure, for comparing against traditional per-word content pricing.
Serverless GPU Cost Calculator
Estimate monthly serverless GPU cost from active compute hours and your provider's per-hour rate for a given GPU type.
Customer Support Ticket Deflection Savings Calculator
Find how much an AI-powered help center or ticket-deflection tool saves by resolving support tickets before they ever reach a human agent.
Multimodal (Image + Text) Token Cost Calculator
Estimate combined cost for a multimodal (vision) LLM request that mixes image tokens with regular text tokens.
AI Translation Cost Calculator
Estimate AI translation cost from word volume, price per word, and how many target languages you're localizing into.
Token Compression Savings Calculator
Find how much shrinking your prompts (via compression, summarization, or trimming) saves on LLM API cost at your monthly volume.
AI Code Review Cost Calculator
Estimate the LLM cost of running AI-assisted code review across your team's monthly pull request volume.
AI Image Upscaling Cost Calculator
Estimate the cost of AI image upscaling (enhancing resolution) across a batch of images, priced per image.
AI Summarization Time Savings Calculator
Find the dollar value of time saved when a team reads AI-generated summaries instead of full source documents.
Model Distillation Savings Calculator
Compare inference cost of a large teacher model against a smaller distilled (or fine-tuned small) model handling the same production traffic.
AI Hallucination Rework Cost Calculator
Estimate the real hidden cost of human time spent catching and fixing AI hallucinations or errors before they cause problems.
Context Caching TTL Savings Calculator
Model real savings from context caching once you account for periodic cache-write refreshes, using how many requests typically land inside one cache TTL window.
Synthetic Data Generation Cost Calculator
Estimate the LLM cost of generating a synthetic training or test dataset, from records needed and tokens per record.
Context Window Overflow (Chunking) Cost Calculator
Find the real cost of splitting a document too large for one context window into multiple chunks, including the overhead each chunk adds.
AI Usage Carbon Footprint Calculator
Get a rough estimate of the energy use and CO2 emissions from your monthly LLM token volume.
LLM API Uptime / SLA Downtime Cost Calculator
Estimate expected monthly downtime and potential revenue impact from an LLM API's uptime SLA guarantee.
Prompt A/B Testing Cost Calculator
Estimate the LLM API cost of running a prompt A/B test across multiple variants before committing to a winner.