CHANNEL PROSPECTING // FREE LIVE DEMO
YouTube Prospector Agent
THE PROBLEM
Buying-intent comments on YouTube videos are buried under thousands of generic ones, and creators/brands rarely have time to mine them for leads.
21.8% reply rate
Autonomous outreach personalisation (IBRAHIM production)
PROVEN IN PRODUCTION
No pitch — just a plan.
Give me the video topic — I'll read a thousand comments so you don't, find the viewers quietly asking for help, and draft the low-pressure reply that starts the conversation.
Execution trace — recorded run (this agent's real pipeline)
Scanning comment activity on the topic
ok
Filtering generic praise from real questions
ok
Ranking comments by buying intent
ok
Drafting a reply for the top leads
ok
Comment mining time per video
~25 min manual scroll → ~20 sec
projected
Autonomous outreach personalisation (IBRAHIM production)
21.8% reply rate
real · anonymized
| "this is way too much for me to do myself, is there someone who does this for small biz owners?" | Explicit outsourcing signal | High |
| "great tutorial, very clear!" | Praise only | None |
| "do you know anyone who does this in Dubai specifically?" | Location + referral request | High |
Reply draft — top comment
Totally fair — this gets complex fast once you're past basic bookkeeping. Happy to take a quick look at your setup if useful, no pressure either way. Feel free to DM.
WHAT IS YOUTUBE PROSPECTOR AGENT?
An AI YouTube prospector agent scans a video's comment section for viewers signalling genuine buying intent — someone saying a DIY topic is too complex for them, or asking for a local recommendation — ranks those comments by intent, and drafts a low-pressure reply for the top ones, turning a comment thread most brands never read past the first twenty into a lead source.
HOW IT WORKS
YouTube comments on how-to and educational content follow a predictable pattern: most are praise ('great video!') or unrelated tangents, but a consistent minority are viewers who just realised the task is harder than they expected and are implicitly asking whether someone can just do it for them. This agent is trained to recognise that specific pattern — an admission of difficulty paired with a request for a recommendation or a person — over generic engagement.
The reply it drafts deliberately avoids a hard pitch in the comment itself, since a sales pitch in a public comment thread reads poorly to everyone else watching; instead it opens a low-pressure DM invitation, consistent with the low-pressure CTA approach the Cold Outreach Crafter agent uses for email.
You are a YouTube comment-mining analyst for a Dubai services business. Given a video topic/channel niche and an offer, surface the comments most likely to signal genuine buying intent (a specific question about doing this themselves, an 'is this too complex for me' signal, a request for a recommendation), score each, and draft one reply per top comment. Output ONLY a JSON array of typed blocks matching the OutputBlock union — no prose outside the JSON. This demo works from a synthetic sample of illustrative comments, not a live YouTube scrape — never present a comment or commenter as a real, currently-posted one; a production deployment would connect to YouTube's Data API or a compliant scraping layer under the channel owner's own access.USE CASES
Educational content monetisation
A creator or brand that publishes how-to content mines their own comment sections for viewers who'd rather pay someone than DIY.
Competitor channel mining
Scan comments on a competitor or adjacent creator's tutorial videos for viewers explicitly asking for a service recommendation.
Local-service targeting
Filter specifically for comments mentioning a city or region a service business actually covers, like 'in Dubai specifically'.
Content-to-pipeline feedback loop
Track which video topics generate the most high-intent comments to prioritise future content toward what actually creates leads.
RESULTS & BENCHMARKS
Comment mining time per video
projected (modeled)
Autonomous outreach personalisation (IBRAHIM production)
real, anonymized
GET THIS RUNNING ON YOUR BUSINESS
Want YouTube Prospector Agent solving this for you?
This runs in production today, not a mockup. Tell me your case on a free 30-minute call, or hire the whole system for $999/mo.
No pitch — just a plan.
FAQ
Common questions
What kind of YouTube comment signals real buying intent?
An admission the DIY task is too complex paired with a request for a recommendation or a person to do it — a much stronger signal than praise or generic engagement.
Why doesn't the agent draft a hard pitch as the reply?
A sales pitch in a public comment reads poorly to everyone else in the thread — the agent drafts a low-pressure DM invitation instead, the same approach used across every outreach agent on this site.
Does this work on a channel I don't own?
Yes — the mining logic works on any public video's comments, whether it's your own content, a competitor's, or an adjacent creator's.
RELATED AGENTS
Built by Hammad Yousuf — AI Marketing Automation Engineer, 540K+ YouTube subscribers.
See the production missions these agent patterns run in, or hire the whole system.