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Free tools for teams building with AI

30 calculators, assessments and generators for the business side of AI: cost, ROI, hiring, readiness and what to build first. Every number is sourced, comes from your own inputs, or is marked as our estimate.

Cost and ROI

Team and hiring

Assessments

Finders and generators

Models and LLM cost

Models

AI Model Directory

Every major model ranked on sourced benchmark scores, price, context and measured speed, with side-by-side compare and a pricing index.

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Models

Free AI Models

Every genuinely free way to use an AI model, with the real limits, the catch and a copy-paste setup prompt for each.

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LLM cost

AI Cost Diagnostic

Estimate your monthly LLM bill from your workload, then see which of the five cost levers saves the most, applied in order.

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LLM cost

AI Agent Cost Estimator

What one agent run costs, how many single API calls that equals, and which step the tokens disappear into.

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LLM cost

RAG Cost Calculator

Retrieval cost per query and per month, split across embedding, vector storage and generation, versus long context.

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LLM cost

Self-Host Break-even

The monthly volume where running your own model beats an API, with utilisation, redundancy and engineering time included.

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LLM cost

Small Model Break-even

The success rate a cheap model needs before routing beats a frontier model on cost per completed task.

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LLM cost

LLM Pricing Comparison

Anthropic, OpenAI, Google and DeepSeek ranked by effective monthly cost at your input/output mix, caching and volume, not sticker price.

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LLM cost

AI Unit Economics

Cost per completed task, margin per task and AI cost per customer, with retries and human review priced in.

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LLM cost

Prompt Caching Calculator

See how much prompt caching saves per month and the break-even point, across Anthropic, OpenAI, Gemini and DeepSeek.

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LLM cost

Token Counter

Paste any text, see the token count, then what it actually costs per model at your volume. Runs entirely in your browser.

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