Now in beta — free access

Your groups talk. Lem listens.

Your personal AI agent monitors Telegram and WhatsApp groups around the clock — extracts structured data, fires instant alerts, and answers your questions from your own data. Never miss a signal again.

TG+WA
Both messengers
7
AI presets
62s
Alert delivery
app.lem.ai
Sources
Dubai RE Chat
Crypto Signals
HR Managers
Auto Moscow
Schemas
HR Recruiting
Crypto Trade
React Dev neededhr
Salary
$4500
Format
Remote
Exp
4+ yrs
Product Managerhr
Salary
$6000
Format
Hybrid
Exp
3+ yrs
DevOps · urgenthr
Salary
$5200
Format
Remote
Stack
K8s/AWS
🔔
Alert triggered
New vacancy · React Dev
$4500 · Remote
Processed 847 messages
Last 24h · 3 sources
12 alerts sent
Telegram WhatsApp GPT-4o-mini pgvector Railway BullMQ Cloudflare Telegram WhatsApp GPT-4o-mini pgvector Railway BullMQ Cloudflare
The problem

Intelligence is buried
in group chats

Hundreds of messages per day across dozens of groups. Valuable signals lost in the noise. Manual monitoring is impossible at scale.

Signal overload

Real estate leads, job offers, price alerts — all buried under memes, discussions, and spam. You miss what matters.

Always too late

By the time you scroll through 500 messages, the deal is gone. Competitors who monitor faster win every time.

Data scattered everywhere

No structured data means no analysis. You can't track trends, compare prices, or spot patterns in plain text.

How it works

Three steps to intelligence

01
Connect your groups

Sign in with your Telegram account or scan a WhatsApp QR code. Pick which groups to monitor — no bots, no admin rights, no code. Our setup wizard walks you through in 2 minutes.

02
Define your schema

Tell Lem what to extract: price, location, contact, skill level, ticker — any fields relevant to your domain. Use a preset or build your own.

03
Your AI agent gets to work

Lem's AI agent reads every new message 24/7 — analyzes, extracts what matters, deduplicates, and builds your structured database automatically. When something matches your rules, it alerts you instantly. Or just ask: "What listings appeared today under $200k?" — the agent answers from your own data, not the internet.

Use cases

Built for every vertical

Real Estate

Track every listing before your competitors do

Monitor Dubai, Moscow, Istanbul property groups. Get structured listings with price, area, district, deal type — automatically.

Extract price, m², district, developer from any message format
Alert when price drops below your target threshold
Filter by off-plan vs resale, payment plan availability
Build a searchable database of 10,000+ listings
2BR Marina Gate · $310,000✓ extracted
district
Marina
bedrooms
2
type
resale
Studio JVC · $145,000⚡ alert
district
JVC
bedrooms
0
type
off-plan
3BR Downtown · $890,000✓ extracted
district
Downtown
bedrooms
3
type
resale
Crypto

Trade signals, structured and ready

Extract trading signals from crypto Telegram channels. Entry, target, stop-loss, risk — all parsed automatically from any format.

Parse entry point, TP1/TP2/TP3, stop-loss from signal messages
Identify pair, exchange, direction (long/short) automatically
Alert on signals matching your criteria (risk %, leverage)
Ask "What BTC signals appeared today?" — get a structured list instantly
BTC/USDT Long · Binancesignal
entry
61,200
target
65,000
stop
59,800
ETH/USDT Short · ByBitshort
entry
3,180
target
2,950
lev.
5x
HR & Recruiting

Find talent before agencies do

Monitor HR Telegram chats and job boards. Extract salary, skills, experience, remote/onsite — and be first to reach the best candidates.

Extract role, salary range, required skills, experience level
Filter by remote/hybrid/onsite and employment type
Alert on senior roles in your tech stack matching salary range
Build a talent pipeline from passive candidates
Senior Python Dev · Remotejob
salary
$4500
exp
5+ yrs
format
remote
React Frontend · Moscowjob
salary
₽280k
exp
3+ yrs
format
hybrid
Marketplace

Track prices. Spot deals instantly.

Monitor marketplace groups for resale goods, bulk deals, wholesale prices. Be first when a great deal appears — before it's sold.

Extract item, price, condition, seller contact from listings
Alert when price drops below your target for specific items
Track price trends across multiple seller groups
Identify wholesale bulk offers and contact sellers instantly
iPhone 15 Pro 256GB⚡ deal
price
$820
cond.
new
qty
1
AirPods Pro 2nd gen · bulkwholesale
price
$165/ea
cond.
sealed
qty
50
Features

Everything you need.
Nothing you don't.

Custom Schema
Define what to extract

Not hardcoded fields. You define what matters — price, ticker, skill, size, condition — and AI extracts exactly that from every message.

pricenumber
districtstring
deal_typeenum: off-plan | resale | rent
Deduplication
Zero noise.
No repeats.

Semantic dedup via pgvector cosine distance. Same listing reposted 10 times — stored once.

Multi-source
Telegram & WhatsApp

Connect both messengers at the same time. One dashboard — all sources, all schemas, all extracted data.

TG connected
WA ready
Smart Alerts
Rule-based Telegram notifications

Set conditions on any extracted field. Price below $200k? Salary above $5000? Get a Telegram message the moment it appears — with full structured data.

price < 200000 → Send alert
district = "Marina" AND type = "resale" → Send alert
Chat with your data
Ask. Get answers. No SQL.

Ask anything in plain language — Lem answers from your extracted data, not the internet. Counts, filters, comparisons, summaries. Works in any language.

7 Presets
Start in seconds

Real Estate, Crypto, HR, Auto, Legal, Marketplace, News — battle-tested schemas ready to use. Or build your own from scratch.

real_estate crypto hr auto legal marketplace news
Pricing

Start free. Scale when you need to.

No credit card required for trial. Cancel anytime.

Trial
$0/mo

Explore Lem with real data. No time limit.

2 sources
1 extraction schema
200 items/mo
AI search
Start free
Starter
$29/mo

For individual analysts and small teams.

10 sources
3 extraction schemas
5,000 items/mo
Telegram alerts
CSV export
Get started
Most popular
Pro
$79/mo

For serious operators and growing businesses.

30 sources
10 extraction schemas
50,000 items/mo
Alert rules (unlimited)
WhatsApp integration
Priority support
Get Pro
Agency
$199/mo

For agencies and enterprise operations.

Unlimited sources
Unlimited schemas
500,000 items/mo
All Pro features
Dedicated onboarding
Priority support
Contact us
FAQ

Questions & answers

Don't see your question? Reach out on Telegram.

Do I need to be an admin in the group?

No. Lem's AI agent operates through your personal Telegram account — you're already a member of the group, the agent just reads on your behalf. Nothing is installed in the group, no admin rights needed.

Is my Telegram session secure?

Your session is encrypted with AES-256-GCM before storage. We never store your password or 2FA code. You can revoke the session at any time from your Lem dashboard.

How accurate is the AI extraction?

GPT-4o-mini achieves 90-95% accuracy on well-defined schemas. You can test your schema against real messages before activating a source, and refine the prompt until results are perfect.

What languages are supported?

Any language GPT-4o-mini understands — which covers Russian, English, Arabic, Turkish, and most major languages. The extraction schema description can be in any language.

Can I export my data?

Yes. All plans support CSV export from the Items dashboard. Agency plan users can contact support for custom integration options.

How fast are alerts delivered?

Lem polls groups every 60 seconds. After detection, AI extraction and alert delivery typically takes under 2 seconds. You'll know within ~62 seconds of any matching post.

Stop scrolling.
Start knowing.

For analysts, traders, and recruiters
who can't afford to miss what matters.