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

Picking the Cheaper Model

Code Quiz
13

Prompt Cache Discount Math

Code Quiz
14

Conversation History Token Growth

Code Quiz
15

Embedding vs Chat Token Cost

Code Quiz
16

Max Output Cost Before the Call

Code Quiz
17

Input vs Output Token Pricing

Code Quiz
18

Per-1K vs Per-1M Pricing

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

Approximating Tokens From Characters

Code Quiz
26

Batch API Discount Cost Calculation

Code Quiz
27

Reasoning Model Thinking Tokens

Quiz
28

Embedding Model Pricing

Quiz
29

System Prompt Cost Overhead

Quiz
30

Conversation History Cost

Quiz
31

Estimating Tokens from Text

Quiz
32

Batch API Discount Pricing

Quiz
33

Cost of a Single Request

Quiz
34

Tokenization Variance Across Models

Quiz
35

Input vs Output Token Pricing

Quiz
36

Budgeting and Cost Ceilings

Quiz
37

Per-Million-Token Pricing Units

Quiz
38

Building a Cost Estimation Model

Flashcard
39

Batch API Discount Pricing

Flashcard
40

RAG Context Injection Cost

Flashcard
41

Embedding Model Pricing

Flashcard
42

Input vs Output Token Pricing

Flashcard
43

Estimating Tokens from Text

Flashcard
44

Projecting Monthly Cost

Flashcard
45

Cost per User / Conversation

Flashcard
46

Few-Shot Example Cost

Flashcard
47

Reasoning / Thinking Token Cost

Flashcard
48

Conversation History Cost

Flashcard
49

System Prompt Overhead Cost

Flashcard
50

Cost of a Single Request

Flashcard
QuizIntermediate

Estimating Tokens from Text

Using rough character and word ratios to approximate token counts.

As a rough rule of thumb for English text, roughly how many characters correspond to one token in common tokenizers?