Where sales slip away
Hours spent browsing profiles to find a handful of the right decision-makers.
Someone replied a week ago, and the message got buried in the inbox among a hundred others.
Generic DMs get ignored. Writing a tailored one for everyone takes too much time.
A warm conversation goes cold because nobody remembered to circle back after a week.
Your entire LinkedIn funnel
in one dashboard
Lead search
Finds decision-makers by the industry, company size and job title you define.
Invitations
Prepares an invitation list and sends them at a human pace, once you approve.
Withdrawing old invitations
Withdraws unanswered invitations after 14 or 21 days and keeps your account healthy.
New connection scan
Spots who accepted your invitation and reads their profile so your first message hits the mark.
Message scan
Shows who replied, who is waiting on you and where a conversation is going cold.
DMs by your rules
Tone, length, banned words, CTA, no client names. Set it once and the agent sticks to it.
Company knowledge
Your offer, proof points and deployment results, which the agent uses to build arguments for a specific person.
Follow-ups
Reads the actual thread and writes a relevant reply, not another template.
Email inbox
Connected Gmail: email replies land in the same sales picture.
Today's dashboard
One list: who to invite, who to reply to, who to get back to. With the copy ready.
Notifications
When a warm lead replies, you get an alert on your phone or watch.
Summaries
How many invitations, replies and conversations this week, without manual counting.
The agent does the work,
you make the decisions
Scan
Inbox, new connections, replies, Gmail.
Select
The leads and threads that matter most today.
Copy
DMs and follow-ups tailored to a specific person and conversation.
Approval
You review, edit and approve with a single click.
Send
At a human pace, stopping at the first warning.
Rules the agent never breaks
No message or invitation goes out without your "yes". The agent prepares, you decide.
Pauses between actions, daily limits and an immediate stop if LinkedIn shows a warning.
Tone, banned phrases, client names, CTA. You set the rules once and the agent follows them in every message.
We run on it ourselves,
every day
{ "conversations_indexed": 585, "follow_ups_for_real_threads": 130, "new_dms": 24, "invitation_candidates": 50 }

Human and AI,
one team
We built it for ourselves. Łukasz runs Mandala's sales on LinkedIn, and every day the AI agent goes through the inbox, looks for leads and prepares messages. After a few weeks it became clear that this is a complete system that can work for other companies too.
- 20 years in enterprise IT, AI deployments in finance and healthcare
- An agent proven in real sales, not in a demo
- We configure it for your industry, offer and style
From pilot
to a permanent agent
Pilot on your account
We configure the agent for your offer and rules, and it runs on your LinkedIn for a few weeks. You see the results in your own inbox.
Team rollout
Several salespeople, shared company knowledge, shared rules and summaries.
Agent on subscription
Ongoing support, updates and adjustments as LinkedIn changes.
Before you ask
Will anything be sent without my consent?
No. The agent prepares invitations, messages and follow-ups, and sends them only after you approve.
Can LinkedIn restrict my account?
Any automation on LinkedIn carries that risk, and we are open about it. That is why the agent works at a human pace, has daily limits and stops at the first warning, and you make the decisions.
Where are my data and messages stored?
We agree on this during setup, including the storage location and GDPR compliance. We never share conversation content with other clients.
Does the agent write like a bot?
It shouldn't. It writes by the rules you set, based on the actual conversation and the recipient's profile. You can edit any text before it is sent.
Which email inbox is supported?
Gmail today. Other inboxes are agreed individually during setup.
See how the agent would work on your LinkedIn
A 30-minute conversation about your sales, offer and rules.
Book a call