Interactive Tool

Before & after code

Real examples of manual processes transformed into clean, automated code. See the difference side by side.

Repetitive manual API calls with copy-paste workflows → a clean service layer with retry logic and type safety.

Effort Reduced
65%
Errors
-90%
Speed
3x
Before — Manual Process
manual-process
1

Open Postman or browser dev tools

1 min
2

Manually type endpoint URL with parameters

2 minTypos in URLs
3

Send request, wait for response

1 min
4

Check if status code is 200

30 secErrors ignored
5

Copy JSON response data

1 min
6

Paste into spreadsheet or internal tool

2 minData formatting issues
7

If error, retry or escalate to dev team

5 minNo retry logic
8

Repeat for every user, order, or resource

10+ minDoesn't scale
After — Automated Code
automated.ts
1// Automated service with retry + types
2const api = createClient({
3  baseUrl: 'https://api.example.com',
4  retries: 3,
5  timeout: 5000,
6});
7
8const user = await api.get<User>(
9  `/users/${id}`
10);

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