Advanced AI Cost & Prompt Toolkit

Estimate request, embedding & fine-tuning costs, compare models and see how prompt design impacts your bill.

Provider

Model Select a provider to see available models.

Prompt Paste your real prompt if possible.

Detected: 0 words ≈ 0 tokens (approx.)

Expected answer length (words) If unsure, 100–200 is typical for a chat reply.

Requests per month (optional) For monthly cost projection.

We estimate tokens as 1 word ≈ 0.75 tokens. Actual usage depends on tokenizer and language.

Model cost comparison

Pick two models, paste a sample prompt and estimate which one gives you better price–performance.

Model A

Model B

Sample prompt

Expected output length (tokens)

Monthly requests

Cost & usage summary

Fill the form and click “Run comparison” to see detailed costs.

AI tools recommender & directory

Describe what you want to build and we’ll suggest AI tools. Then browse a directory of popular models and platforms.

What do you want to do? We’ll suggest tools that fit this goal.

Price sensitivity Rough budget level.

Experience level How comfortable are you with AI/dev tools?

This is a high-level assistant – always double-check each tool’s official docs and pricing.

Recommended tools

Top picks for your goal & budget

Choose a goal and click “Find tools” to see recommendations here.

AI tools directory

Browse popular AI platforms across chat, image, video, audio and writing – with rough pricing and best use cases.

Filter by use case

Filter by price tier

Tool	Type	Best for	Pricing (approx.)	Notes

Embedding model Price per 1K tokens.

Sample document We estimate tokens from this example.

Detected: 0 words ≈ 0 tokens (approx. per document)

Number of similar documents How many documents will you embed?

New docs per month (optional) For ongoing monthly cost.

Fine-tuned model Training & inference prices per 1K tokens (approx.).

Training dataset size (words) Total words across all examples.

Training epochs How many passes over the data.

Average prompt length (words) For inference with the fine-tuned model.

Average answer length (words) Typical completion length.

Requests per month For ongoing inference cost.

Upload a plain text file (.txt, .md, .json, .csv) to estimate tokens and potential chat + embedding cost.

File

Chat model for analysis cost

Embedding model

How many times per month will you query this file? For approximate monthly cost.

Prompt optimizer

Paste your prompt, pick a model and see how much you could save by tightening the wording.

Target model

Your current prompt

Monthly requests

Optimization aggressiveness

Optimization result

We’ll estimate tokens, monthly cost and potential savings here.