All side hustles
Category
Operations & Automation
Skill needed
advanced
Best for
Sales teams; agencies; SMEs

AI NPS Comment Analysis

Turn open-ended NPS comments into a monthly view of what customers praise, what frustrates them and what they repeatedly ask for, with the original evidence…

Monthly income

$100–$8,000

Startup cost

$0–$200

Time required

3–8 hrs/week

Time to first $

1–3 weeks

Difficulty

7 / 10

AI leverage

High

AI tools you'd use

Overview

Turn open-ended NPS comments into a monthly view of what customers praise, what frustrates them and what they repeatedly ask for, with the original evidence kept traceable.

Why it works

A score alone does not explain customer sentiment. The comments contain the useful detail, but manual theme analysis becomes painful as response volume grows.

How it makes money

One-off project

How to start

  1. Export the latest NPS comments and confirm the reporting period.
  2. Define categories for praise, complaint, feature request and service issue.
  3. Manually label a sample so the first AI pass has a quality benchmark.
  4. Classify the full approved comment set and retain source IDs.
  5. Review ambiguous comments and refine category definitions.
  6. Separate product requests from support or service complaints.
  7. Compare theme volumes with the prior survey period.
  8. Create a management summary with the strongest recurring themes.
  9. Give product or CX owners a prioritized action list.
  10. Keep a small evidence appendix for traceability.
  11. Refresh the taxonomy when new types of feedback appear.

Tags

  • renewals
  • customer-success
  • risk
  • saas

Last verified 2026-08-31

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Frequently asked questions

What is AI NPS Comment Analysis?
Turn open-ended NPS comments into a monthly view of what customers praise, what frustrates them and what they repeatedly ask for, with the original evidence…
How much money can you make with AI NPS Comment Analysis?
Realistic monthly income for AI NPS Comment Analysis is $100–$8,000 once you're putting in roughly 3–8 hrs/week. This reflects steady, established earnings — not the first month, and before costs and tax.
What AI tools do you need for AI NPS Comment Analysis?
AI NPS Comment Analysis typically uses ChatGPT, Claude, Excel.
Is AI NPS Comment Analysis good for beginners?
AI NPS Comment Analysis is rated advanced skill level, so some existing background in the area helps before you start.
What is a side hustle?
A side hustle is a way to earn extra income alongside your main job or other commitments — usually part-time, often flexible, and separate from a full career change. The AI side hustles tracked on this site specifically use an AI tool somewhere in the earning process, whether that tool is the core product or just a helper in the workflow.
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