You can access the YouTube Audience Intent & Comment Intelligence programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1from apify_client import ApifyClient
2
3# Initialize the ApifyClient with your Apify API token
4# Replace '<YOUR_API_TOKEN>' with your token.
5client = ApifyClient("<YOUR_API_TOKEN>")
6
7# Prepare the Actor input
8run_input = {
9    "currentItems": [
10        {
11            "id": "pain1",
12            "title": "battery life complaint",
13            "mentions": 3400,
14            "complaintRate": 68,
15            "purchaseIntentPct": 44,
16            "urgencyPct": 73,
17            "featureRequestRate": 51,
18        },
19        {
20            "id": "pain2",
21            "title": "color request",
22            "mentions": 820,
23            "complaintRate": 12,
24            "purchaseIntentPct": 18,
25            "urgencyPct": 15,
26            "featureRequestRate": 31,
27        },
28    ],
29    "previousItems": [{
30            "id": "pain1",
31            "title": "battery life complaint",
32            "mentions": 1900,
33            "complaintRate": 54,
34            "purchaseIntentPct": 30,
35            "urgencyPct": 52,
36            "featureRequestRate": 38,
37        }],
38}
39
40# Run the Actor and wait for it to finish
41run = client.actor("quanmatrix/youtube-audience-intent-comment-intelligence").call(run_input=run_input)
42
43# Fetch and print Actor results from the run's dataset (if there are any)
44print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
45for item in client.dataset(run.default_dataset_id).iterate_items():
46    print(item)
47
48# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

YouTube Audience Intent & Comment Intelligence API in Python

The Apify API client for Python is the official library that allows you to use YouTube Audience Intent & Comment Intelligence API in Python, providing convenience functions and automatic retries on errors.

Install the apify-client

$pip install apify-client

Other API clients include:

YouTube Audience Intent & Comment Intelligence API in JavaScript

YouTube Audience Intent & Comment Intelligence API through CLI

YouTube Audience Intent & Comment Intelligence OpenAPI definition

YouTube Audience Intent & Comment Intelligence API

YouTube Comment Analyzer & Audience Intelligence

signalforge_labs/my-actor-1

Analyze YouTube comments for sentiment, themes, audience questions, objections, content requests, competitor mentions, evidence, and prioritized actions. No external AI key required.

SignalForge Labs

YouTube Comments Pain Point & Buyer Intent Finder

herazur/youtube-comments-pain-point-buyer-intent-finder

Turn YouTube video, channel and keyword comments into complaints, questions, feature requests, competitor mentions and purchase signals. Export evidence-backed opportunity rankings for product research.

Furkan Toluç

Comment-to-Lead Intent Extractor

kayhermes/comment-to-lead-intent-extractor

Khoa Nguyen

HN Buyer Intent Signals

skootle/social-comment-buyer-intent-intelligence

Find purchase intent, product questions, objections, complaints, feature requests, support needs, praise, spam, and brand risk in public Hacker News discussions through the official API.

Skootle

TikTok Comment Intent Leads

webdata_labs/tiktok-comment-intent-leads

[💵 $3.00 / 1K] Turn TikTok comments into ranked purchase-intent leads, product questions, complaints, recommendation requests, and competitor mentions.

WebData Labs

Reddit Purchase Intent Leads

night111/reddit-purchase-intent-leads

Turn Reddit post or comment records into ranked, evidence-backed Reddit demand signals.

ng. night

Intent Data API

vivid_astronaut/intent-data

BRAINIALL Team

YouTube Comment Scraper

reapx/youtube-comment-scraper

Read YouTube comment threads as a corpus. Start with YouTube post or video URLs; each returned comment keeps comment, comment identifiers, text, authors, and handles.

ReapX

Reddit Consumer Pain-Point Intelligence

quanmatrix/reddit-consumer-painpoint-intelligence

Use this Actor to analyze reddit consumer pain-point and return decision-ready structured signals. Transform Reddit post and comment exports into recurring pain points, unmet needs, purchase intent and opportunity signals.