AutoGenIntermediateā± ~35 minutes

Lead Scoring Agent

Stop guessing which leads to call first — let AI score and prioritize your pipeline

ā˜… 4.6(27 reviews)•Sales & Marketing
Preview Code ↓
$129$258
  • āœ“ Full source code & documentation
  • āœ“ Commercial license included
  • āœ“ 30-day email support
  • āœ“ Free updates for 1 year

What You Get

Everything included in this template package

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Working Agent Code

3 AutoGen agents for enrichment, scoring, and routing

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Configuration File

Scoring weights, ICP criteria, and routing rules

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Prompt Templates

10 prompts for different lead analysis scenarios

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Setup Guide

CRM integration walkthrough with HubSpot examples

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Example I/O

Sample lead data with scored and routed outputs

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Architecture Diagram

Lead flow pipeline diagram

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The Problem

Your sales team wastes 40% of their time on leads that never convert. Manual lead scoring is inconsistent — different reps evaluate the same lead differently. Meanwhile, hot leads go cold waiting in the queue.

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The Solution

This agent system automatically enriches leads with company data, analyzes behavioral signals and fit criteria, assigns a score from 1-100, and routes high-priority leads to the right rep with a one-paragraph context brief.

How It Works

Your AI crew handles the entire workflow

Input

Your task description, data, or trigger event

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AI Agents
Data EnricherPulls company size, industry, tech stack, and funding data from Clearbit
Score CalculatorEvaluates fit and intent signals against your ICP to assign a 1-100 score
Lead RouterAssigns scored leads to the right rep with context summaries
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Output

Structured results, reports, and actionable insights

Code Preview

Sample of the AutoGen agent setup

Preview only
crew.py
import autogen
from tools import ClearbitEnrich, HubSpotClient

enricher = autogen.AssistantAgent(
    name="DataEnricher",
    system_message="You enrich lead data with company"
        " info from Clearbit. Extract company size,"
        " industry, funding stage, and tech stack.",
    llm_config=llm_config
)

scorer = autogen.AssistantAgent(
    name="ScoreCalculator",
    system_message="You score leads 1-100 based on:"
        " company fit (40%), behavioral signals (30%),"
        " and timing indicators (30%).",
    llm_config=llm_config
)

router = autogen.AssistantAgent(
    name="LeadRouter",
    system_message="Route scored leads to the best rep"
        " based on territory, expertise, and capacity.",
    llm_config=llm_config
)

groupchat = autogen.GroupChat(
    agents=[enricher, scorer, router],
    messages=[], max_round=5
)

Example Input & Output

See what goes in and what comes out

Input
New lead: John Martinez
Email: john@techstartup.io
Company: TechStartup.io
Form fill: Requested demo of Enterprise plan
Pages visited: Pricing (3x), API docs, Case studies
Output
šŸŽÆ Lead Score: 87/100 (Hot)

šŸ“Š Breakdown:
• Company Fit: 92/100 — Series A startup, 45 employees, SaaS, matches ICP
• Behavioral Intent: 85/100 — Visited pricing 3x, read case studies, requested Enterprise demo
• Timing: 82/100 — Active evaluation phase, recent funding round

šŸ“‹ Summary: VP Engineering at funded SaaS startup actively evaluating Enterprise tier. High urgency.

āž”ļø Routed to: Sarah (Enterprise AE, SaaS vertical)
ā° SLA: Contact within 2 hours

Key Features

Built for production use

✦Multi-signal scoring model
✦Behavioral and firmographic analysis
✦Real-time score updates
✦CRM sync and enrichment
✦Custom scoring criteria
✦Lead prioritization dashboard data

Requirements

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Python
3.9+
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Framework
AutoGen 0.2+
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API Keys
OpenAI API key, HubSpot API key, Clearbit API key
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Monthly Cost
$40-80/mo depending on lead volume

Frequently Asked Questions

Is this template fully customizable?+

Yes. Scoring weights, ICP criteria, routing rules, and enrichment sources are all configurable.

What if I need help setting it up?+

30 days of email support included. We'll help you connect your CRM and configure scoring.

What framework does this use?+

AutoGen by Microsoft — a framework for building multi-agent conversations and workflows.

Can I use this commercially?+

Yes. Full commercial license for use in your sales operations or client implementations.

What's the refund policy?+

14-day money-back guarantee, no questions asked.

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