Explore Library
AI Engineering / Working with LLMsCost Estimation & Token Economics

50 items

1

Reasoning Tokens In Output Cost

Code Quiz
2

Building a Cost Estimation Spreadsheet

Slides / Video
3

Setting Budgets, Limits, and Spend Alerts

Slides / Video
4

Cost-per-Task vs Cost-per-Token

Slides / Video
5

Batch API Discounts Explained

Slides / Video
6

Embedding Model Pricing and Cost

Slides / Video
7

Cost of Reasoning Tokens

Slides / Video
8

Projecting Monthly LLM Cost

Slides / Video
9

Comparing Model Prices Across Providers

Slides / Video
10

Words-to-Tokens Rule of Thumb

Slides / Video
11

Calculating Cost Per Request

Slides / Video
12

Per-1K vs Per-1M Pricing

Code Quiz
13

Picking the Cheaper Model

Code Quiz
14

Input vs Output Token Pricing

Code Quiz
15

Max Output Cost Before the Call

Code Quiz
16

Conversation History Token Growth

Code Quiz
17

Embedding vs Chat Token Cost

Code Quiz
18

Prompt Cache Discount Math

Code Quiz
19

Monthly Cost From Request Volume

Code Quiz
20

Counting Tokens with Tokenizer Tools

Slides / Video
21

Estimating Token Count Before Sending

Slides / Video
22

Input vs Output Token Pricing

Slides / Video
23

Cost of System Prompts and Few-Shot Examples

Slides / Video
24

Cost of Growing Chat History

Slides / Video
25

Batch API Discount Cost Calculation

Code Quiz
26

Approximating Tokens From Characters

Code Quiz
27

Conversation History Cost

Quiz
28

Per-Million-Token Pricing Units

Quiz
29

Cost of a Single Request

Quiz
30

Input vs Output Token Pricing

Quiz
31

Estimating Tokens from Text

Quiz
32

System Prompt Cost Overhead

Quiz
33

Embedding Model Pricing

Quiz
34

Reasoning Model Thinking Tokens

Quiz
35

Batch API Discount Pricing

Quiz
36

Tokenization Variance Across Models

Quiz
37

Budgeting and Cost Ceilings

Quiz
38

Building a Cost Estimation Model

Flashcard
39

RAG Context Injection Cost

Flashcard
40

Cost per User / Conversation

Flashcard
41

Embedding Model Pricing

Flashcard
42

Batch API Discount Pricing

Flashcard
43

Reasoning / Thinking Token Cost

Flashcard
44

Cost of a Single Request

Flashcard
45

System Prompt Overhead Cost

Flashcard
46

Projecting Monthly Cost

Flashcard
47

Conversation History Cost

Flashcard
48

Estimating Tokens from Text

Flashcard
49

Input vs Output Token Pricing

Flashcard
50

Few-Shot Example Cost

Flashcard
QuizIntermediate

Embedding Model Pricing

Understanding how embedding models are typically billed.

How are text embedding models typically priced compared to chat completion models?