Case Study

AI Sales Research Agent

An intelligent pre-call research agent that automatically gathers prospect intelligence, analyzes company data, and delivers actionable briefings before every sales call.

GPT-4o

Auto

Research Pipeline

5 min

Before Each Call

Zero

Manual Research

01 — The Challenge

Sales Calls Without Context

Sales teams spend hours researching prospects before calls. Checking LinkedIn profiles, scanning company websites, reviewing recent news, understanding the competitive landscape. It's critical work — but it doesn't scale.

The challenge: automate comprehensive prospect research so sales reps receive intelligent briefings without manual effort. Not just raw data, but synthesized insights ready for conversation.

02 — The Solution

Autonomous Research Agent

I built an agentic workflow that combines web scraping, LinkedIn data, and GPT-4o analysis to deliver comprehensive briefings automatically.

n8n GPT-4o Firecrawl LinkedIn API Slack Google Calendar

1. Calendar Integration

The agent monitors sales calendars for upcoming calls, extracting prospect names and company information automatically.

2. Web Intelligence

Firecrawl scrapes company websites, extracting key information about products, services, team size, and recent announcements.

3. LinkedIn Research

The agent gathers professional background, career history, mutual connections, and recent activity from prospect profiles.

4. AI Synthesis

GPT-4o analyzes all gathered data, identifying pain points, talking points, and strategic angles for the conversation.

5. Briefing Delivery

Formatted briefings are delivered via Slack 5 minutes before each call, giving reps time to review key insights.

03 — The Results

Prepared for Every Conversation

    Key Outcomes
    100% of calls now have automated pre-call research
2+ hours saved daily per sales representative
Better conversations with personalized talking points
Consistent research quality across the entire team
Higher close rates attributed to improved preparation

  

The agent transformed sales preparation from an inconsistent manual task into a reliable automated process. Reps now walk into every call with the context they need to have meaningful conversations.