How an Independent Recruitment Firm Can Triple Its Sourcing with Notion AI, Make, and LinkedIn
Independent recruiters spend 12 hours a week on repetitive tasks. Here's how to automate candidate sourcing, pipeline tracking, and follow-ups with three connected tools in one day.
An independent recruitment firm spends an average of 12 hours per week on repetitive tasks: sorting LinkedIn profiles, updating candidate pipelines, sending follow-ups. That's time stolen from what actually creates value, interviews and client relationships. With three well-connected tools, this workload drops below 2 hours.
Sophie's Story: Independent Recruiter in Bordeaux
Sophie runs a solo firm specializing in tech profiles. She places 8-12 candidates per quarter for SMBs and scale-ups in Aquitaine. In April 2026, she connected Notion AI, Make.com, and LinkedIn into a coherent system. Results after six weeks: sourcing time per role cut from 4h to 1.5h, candidates contacted per week up 190%, and quarterly placements up from 8 to 14.
The Three-Layer System
Layer 1: Notion as candidate CRM: A database with Name, Target Role, Company, LinkedIn URL, Status, Last Contact Date, and Associated Opening. Notion AI summarizes interview notes in three bullet points automatically.
Layer 2: Make.com as orchestrator: Monitors your Notion database hourly. When a candidate has been in "Contacted" status for 5+ days without a response, it triggers a personalized follow-up email using GPT-5.5 to generate two personalized sentences.
Layer 3: LinkedIn as data source: Export weekly LinkedIn search results as CSV, import them into Notion via Make.com with automatic deduplication on LinkedIn URL.
Setup Steps
Step 1 (2 hours): Build two linked Notion databases, Candidates and Open Roles. Each candidate links to one or more roles. Enable Notion AI (€8/month).
Step 2 (1 hour): In Make.com, build the follow-up scenario: Watch Notion items → filter for stale "Contacted" entries → call OpenAI API for personalization → send email → update Notion.
Step 3 (30 min): Create a Google Drive folder for weekly LinkedIn CSV exports. Make.com watches this folder and creates Notion entries automatically.
Results
Total system cost: €17/month (Notion AI + Make.com Core). According to a LinkedIn study (2025), recruiters who automate their tracking pipeline reduce time-to-fill by 23% on average.
Frequently asked questions
Can LinkedIn be used for automated sourcing without violating terms?
Yes, using the official LinkedIn API or certified third-party tools like PhantomBuster in manually-triggered mode. Mass automatic scraping violates LinkedIn's ToS. The approach here uses Make to process LinkedIn data you export manually each week.
Is Make.com enough for a solo recruiter?
Absolutely. The free plan (1,000 ops/month) covers 50-80 active candidates. The Core plan at €9/month handles 200-300 monthly candidates, sufficient for most independent firms.