TikTok Comment Intent Leads - Buyer Intent & Product Questions

✅ What does TikTok Comment Intent Leads do?

TikTok Comment Intent Leads turns public TikTok comments into a ranked list of people expressing purchase intent, asking product questions, requesting recommendations, reporting problems, or mentioning competitors. Add TikTok video URLs and receive workflow-ready rows instead of manually reading thousands of comments.

The Actor collects public comments and applies a transparent deterministic classifier. Results can be downloaded through the Apify API, scheduled, exported, or connected to automation tools.

🔎 Why use TikTok Comment Intent Leads?

• Find commenters asking where to buy, how much a product costs, or whether it ships.
• Surface recurring product objections and complaints for customer research.
• Detect competitor mentions under your own or industry videos.
• Prioritize comments by intent, engagement, and explicit matched signals.
• Keep provenance: every lead includes its source video and classification method.

This is not a contact-data scraper and does not invent emails, locations, demographics, or private attributes. It ranks public comments for legitimate research and outreach workflows.

⚙️ How to use TikTok Comment Intent Leads

1. Open the Input tab.
2. Paste one or more public TikTok video URLs.
3. Optionally add product and competitor keywords.
4. Choose the number of comments and minimum lead score.
5. Click Save & Start, then export the ranked dataset.

📥 Input

{
    "postUrls": ["https://www.tiktok.com/@creator/video/123456789"],
    "commentsPerPost": 50,
    "maxScrolls": 30,
    "minimumScore": 30,
    "productKeywords": ["serum", "moisturizer"],
    "competitorKeywords": ["Brand A", "Brand B"]
}

Lowering minimumScore increases coverage but also noise. Start with 30 for discovery and use 50 or higher for a shorter outreach queue.

📤 Output

{
    "leadScore": 79,
    "confidence": "high",
    "intentCategories": ["purchase_intent", "product_question"],
    "commentText": "Where can I buy this and does it ship to the UK?",
    "authorUsername": "sample_buyer",
    "authorProfileUrl": "https://www.tiktok.com/@sample_buyer",
    "videoUrl": "https://www.tiktok.com/@creator/video/123456789",
    "matchedSignals": ["purchase_intent:...", "product_question:..."],
    "classificationMethod": "deterministic_rules_v1"
}

Download results as JSON, CSV, Excel, XML, or HTML. A separate run-summary row reports comments scanned, leads found, hit rate, and the upstream run ID.

📊 Data fields

Field	Meaning
leadScore	1-100 priority score
confidence	Low, medium, or high rule confidence
intentCategories	Purchase, question, recommendation, complaint, competitor
matchedSignals	Auditable reasons for the classification
authorUsername	Public TikTok username
videoUrl	Source TikTok video
likes, replyCount	Public engagement signals

💵 Pricing and cost estimation

Pricing is per delivered intent-lead row, with comment collection included. Check the current price on the Pricing tab before a large run, and use a small comment limit first to estimate your niche's hit rate.

🧩 Tips and advanced options

• Add brand-specific product words to improve relevance.
• Add competitor names only when competitor-monitoring rows are actionable.
• Process a few high-relevance videos before scaling across an entire profile.
• Schedule the same inputs to monitor buyer questions over time. The Actor analyzes each run independently and does not maintain a persistent change history.

❓ FAQ, limits, and responsible use

Classification is rule-based, not a claim about a person's identity or guaranteed buying behavior. Sarcasm, slang, and unsupported languages may be missed. Deleted, private, or restricted TikTok content cannot be processed. Use public data only for a lawful purpose, respect TikTok's terms, and comply with privacy and direct-marketing rules applicable to you.

Support

For bugs or missing patterns, use the Actor Issues tab and include the run URL plus a sanitized example comment.