AI SDR System — Autonomous Sales Development with Claude
TL;DR
The AI SDR System is an autonomous sales development representative that qualifies leads without a human SDR. It scrapes LinkedIn profiles for signal, uses Claude to craft outreach personalized to each prospect's role and context, and auto-sequences follow-ups until a lead replies or disqualifies. The pipeline processes 500 or more leads per day and is orchestrated in n8n, with Claude as the AI core for personalization and qualification decisions. Every step is observable — the system logs what it decided and why — so outreach quality can be audited rather than trusted blindly. This is the kind of system to consider when your team spends hours on manual prospecting: it runs around the clock, keeps message quality personal rather than templated, and hands humans only the conversations that are actually warm. The build combines Claude for judgment with n8n for plumbing — the same pairing behind most of my revenue automation work, and a pattern that adapts to any industry with identifiable buyers.
What does the AI SDR actually do?
Three jobs, chained: find and enrich prospects from LinkedIn, write outreach that reads like a human wrote it (because Claude drafts each message against the prospect's actual profile), and run the follow-up cadence automatically. Leads that engage get qualified and routed; leads that don't are recycled or dropped.
How does personalization work at 500+ leads a day?
Volume usually kills personalization — templates leak through. Here, Claude generates each message from the prospect's scraped profile rather than filling slots in a template, so relevance survives scale. n8n handles orchestration: scheduling, retries, sequencing, and handoffs between scraping, generation, and sending.
What makes it safe to run unattended?
Decision logging. Every agent action — who was contacted, what was said, why a lead was scored up or down — is recorded. That observability is a design rule across my systems: you can hand an autonomous pipeline to a client only if they can see what it is doing.
Stack
Outcomes
FAQ
Can this work for my industry?
If your buyers are identifiable on LinkedIn and reachable by email or DM, yes. The scraping targets, qualification rules, and messaging voice are configured per client.
Will the outreach get my accounts flagged?
The system runs conservative volume caps and human-like pacing, and logs every action. Safety limits are hard-coded, not optional settings.
Need something similar?
I ship a working MVP in days and iterate weekly — AI agents, voice AI, CRM implementations, and automation pipelines, fully remote.
hammadnaazkhan@gmail.com