- Minimum 3 leads per month — and Pro tariff ($89) pays off. 4th is already plus. 10th = $211 pure profit.
- Real clients do 100-500 leads/month → ROI 10-50× easily.
- Formula is universal but differentiated by niche: media buying $30/lead, Web3 $60, B2B $150+.
- Where it doesn't work: if you have no offer / no sales — the tool doesn't compensate. Tool is an amplifier, not source of truth.
ROI math in Telegram outreach is often overfitted — ad agency clients promise "x20 / x50 / x100". Reality is more conservative. But even conservative math is massively in the plus for most niches.
Let's break it down step by step.
Break-even: 3 leads
This is the most conservative estimate. It assumes: (a) a lead only brings $30, (b) you have no costs besides the tariff, (c) conversion is what a typical beginner gets.
In reality — leads are worth more, costs exist (proxy + time), but experienced operator conversion is 3-5× higher. Math ultimately stays in the operator's favor.
LTV differentiation
| Niche | Avg lead value | Break-even leads | Typical client does |
|---|---|---|---|
| Media buying (CPA) | $20-50 | 2-5 leads | 100-500/mo |
| Crypto / Web3 services | $50-150 | 1-2 leads | 50-200/mo |
| Infobiz (courses $200-1K) | $80-300 | 1 lead | 20-100/mo |
| SMM agency | $300-1000 | < 1 lead | 5-40/mo |
| B2B SaaS sales | $500-5000 | < 1 lead | 3-20/mo |
| E-com (DTC) | $30-80 | 2-3 leads | 50-300/mo |
Key observation: in B2B, a single lead recoups the tool multiple times. In media buying — 2-5 leads. But in media buying, volume is higher, and total ROI is comparable.
Honest calculation with all costs
The simple formula ignores ongoing costs. More accurately:
Even with all costs included, math stays in operator's favor at any realistic volume.
Example: crypto media buying
Solo media buyer, coming from the "crypto trade signals" niche:
- Offer: free week of premium channel, $29/month from month 2
- Average LTV: $45 (4 months retention × $29 divided by 2.5× for churn)
- Target volume: 500 messages/week (comes out to 2000/mo with TG:ON)
- Conversion pipeline: 2000 msgs → 500 opens → 150 replies → 50 interested → 20 trial → 10 paid
- Monthly revenue: 10 × $29 = $290
- Costs: $234 (tariff + proxies + LLM)
- Net profit: $56/month
Looks negative at first glance. But this is one funnel. Experienced media buyers run 3-5 funnels in parallel. 3 × $56 = $168/month clean. 5 × $56 = $280.
Key point: the tool doesn't make your offer for you. If you have a weak funnel (LTV $10 instead of $45), math drops. Tool ROI is a multiplier on your offer, not the source of truth.
Where the tool won't help
Honestly, when TG:ON won't pay off:
- No clients — you're still deciding "which niche to enter". Tool doesn't do client acquisition, only delivery.
- No offer — "we do marketing for everyone" doesn't convert with any tooling.
- LTV < $10 — niches with tiny ticket like cashback outreach. Not your market.
- Weak funnel — if landing page converts at 0.5%, great outreach feeds a leaky bucket.
Tool is an amplifier. If your product/offer/sales are fine — TG:ON gives ×10 output. If not — the tool won't fix anything.
TG:ON for macOS · Windows · Linux
Desktop app, 160 MB. Runs locally, your keys stay yours. 3-day trial, no credit card.
Download for free3 days · 3 leads.
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3-day trial is enough to run 1-2 campaigns and see your actual conversion. If you pull 3 leads, the math works. If 0 — the problem is in the offer, not the tool.
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