case · 2026 role: research + automation duration: iterative MVP status: in progress

Telegram Leads
Warm leads · no ads

Finds people who are already formulating a task. Search by intent, not just keywords.

[ visual · message stream → scoring ]
01 / context

Why it
was needed

In Telegram, people often describe a task before they go to search. The goal was to catch that moment, not chase it with ads.

Simple keyword search creates too much noise. People do not write "I want to buy a CRM"; they write "I am tired of tracking leads in a spreadsheet".

So the focus moved from vocabulary to intent: find messages where pain, deadline, or buying signal is already visible.

02 / solution

How warm lead search
works

The system reads channels and messages, filters noise, scores similarity to real demand, and leaves candidates for manual review.

  • I
    Message collection
    Sources are public Telegram spaces where people already discuss tasks.
  • II
    AI filter
    Filtering by meaning and intent, not only by words.
  • III
    Scoring
    Every signal gets priority so the stream does not need to be read linearly.
  • IV
    Manual review
    The final decision stays human to avoid garbage outreach.
  • V
    Message context
    The lead is stored with the fragment that explains why it was found.
[ visual · channel list ]
[ visual · found signal ]
[ visual · AI score ]
[ visual · lead queue ]
03 / result

What we could
measure

Warm leads · no ads. Here are verifiable outcomes and visual materials from the source projects.

TG
main source
AI
meaning filter
0
ad accounts
warm
signal type
Good leadgen here starts not with mass sending, but with carefully understanding that the person already asked for help.
- project breakdown
04 / how it is built

Stack,
and why

01
Telegram
Source of live task wording.
02
AI classification
Separates real requests from random keyword matches.
03
Scoring
Sorts the stream by probable usefulness.
04
Review queue
Leaves only strong candidates for the human.
05
Export
Moves leads to the channel where response is fast.
05 / next work
Crypto dashboard
Exchange aggregator
06 / contact

Similar task? 30 minutes, no brief.

Describe what you need. I will say honestly whether I take it, how much it costs, and whether AI can speed it up.

book 30 min message on telegram