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AI Calculators

Token costs, GPU sizing and other AI/ML calculators.

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AI Token Cost Calculator

Estimate the cost of an LLM API call from token count and price per 1,000 tokens.

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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.

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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.

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LLM VRAM Requirement Calculator

Estimate how much GPU memory (VRAM) is needed to run a language model, from its parameter count.

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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.

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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.

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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.

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Prompt Token Estimator

Get a quick estimate of how many tokens a piece of text will use.

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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.

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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.

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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.

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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.

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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.

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AI Tool ROI Calculator

Find the net monthly value of an AI tool from hours saved versus its subscription cost.

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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.

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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.

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GPU Training Cost Calculator

Estimate the compute cost of training or fine-tuning a model on rented GPUs.

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AI Image Generation Cost Calculator

Estimate the cost of generating a batch of AI images.

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AI Model Cost Comparison Calculator (Two Models)

Compare two LLM providers' pricing side by side at your actual monthly input/output token volume.

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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.

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Chatbot Cost per Conversation Calculator

Estimate the monthly LLM cost of running a chatbot from average tokens per conversation.

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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.

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AI Inference Latency Calculator

Estimate how long a model takes to generate a response, from tokens per second throughput.

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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.

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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.

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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.

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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.

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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.

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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.

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Vector Embedding Storage Calculator

Estimate the raw storage size of a set of vector embeddings.

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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.

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AI Agent ROI Calculator

Compare an AI agent's total cost against the human time it replaces, to find real, defensible return on investment.

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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.

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Context Window Usage Calculator

Find what percentage of a model's context window your prompt is using.

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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.

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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.

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Batch API Discount Savings Calculator

Find how much a batch (asynchronous) API discount saves versus standard real-time LLM pricing for non-urgent workloads.

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Training Dataset Size Calculator

Work backward from a target token count to find how many training examples you actually need to collect or generate.

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AI Meeting Transcription & Notes Cost Calculator

Estimate the monthly cost of an AI meeting notetaker across your team's seats and meeting volume.

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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.

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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.

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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.

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AI Voice Cloning Cost Calculator

Estimate the combined one-time setup and ongoing usage cost of a custom cloned AI voice.

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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.

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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.

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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.

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Multimodal (Image + Text) Token Cost Calculator

Estimate combined cost for a multimodal (vision) LLM request that mixes image tokens with regular text tokens.

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AI Translation Cost Calculator

Estimate AI translation cost from word volume, price per word, and how many target languages you're localizing into.

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Token Compression Savings Calculator

Find how much shrinking your prompts (via compression, summarization, or trimming) saves on LLM API cost at your monthly volume.

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AI Code Review Cost Calculator

Estimate the LLM cost of running AI-assisted code review across your team's monthly pull request volume.

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AI Image Upscaling Cost Calculator

Estimate the cost of AI image upscaling (enhancing resolution) across a batch of images, priced per image.

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AI Summarization Time Savings Calculator

Find the dollar value of time saved when a team reads AI-generated summaries instead of full source documents.

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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.

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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.

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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.

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Synthetic Data Generation Cost Calculator

Estimate the LLM cost of generating a synthetic training or test dataset, from records needed and tokens per record.

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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.

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AI Usage Carbon Footprint Calculator

Get a rough estimate of the energy use and CO2 emissions from your monthly LLM token volume.

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LLM API Uptime / SLA Downtime Cost Calculator

Estimate expected monthly downtime and potential revenue impact from an LLM API's uptime SLA guarantee.

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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.