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LinkedIn Outreach Automation

4 people manually prospecting on LinkedIn → 1 person running the process. Same 50 invites/day, 5× the client pipeline.

PythonPlaywrightRequestsClaude API
The problem

Outbound B2B sales on LinkedIn is repetitive, expensive, and slow. The team was burning 4 salaries on copy-paste work while competitors automated the same flow.

Before / After

What changed

Before
  • 4 employees manually searching companies in AppMagic
  • Finding contacts, writing messages, sending invites on LinkedIn
  • Updating statuses and tasks in CRM after every reply
  • 5-6 hours/day per person on repetitive outreach
After
  • 1 person controls the process and talks to hot leads only
  • RPA scripts run the full chain every morning automatically
  • Claude API personalizes the first-line message per prospect
  • Scripts enrich company data and update CRM on autopilot
Results

Numbers that matter

x5
Client growth in 3 months
4 → 1
Headcount on outreach
50 / day
Invites + messages preserved
Cost of inaction

Every week without this = 3 salaries wasted on copy-paste, and ~25 qualified prospects going to whichever competitor automated first.

Tech stack
PythonPlaywrightRequestsClaude APIPipedrive API

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