Cadence
Coordinated AI agents that score leads, qualify prospects, and execute personalized outreach — setting the rhythm of your revenue engine.
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Cadence · Agent Mesh
Lead Capture
Leads captured from website forms, events, referrals, and outbound campaigns. Enriched with firmographic data.
Technical Design
Event-driven multi-agent system where specialized agents collaborate on lead qualification and outreach. Each agent operates autonomously while sharing context through a central orchestration layer.
System Components
Lead Ingestion Service
Multi-channel lead capture with deduplication and enrichment
Research Agent
Gathers prospect intelligence from public sources
Scoring Engine
ML-based lead scoring with configurable ICP criteria
Outreach Generator
Personalized content generation using RAG from sales playbooks
Follow-up Scheduler
Time-optimized outreach sequencing with engagement tracking
Data Flow
Technology Choice
Azure AI Foundry + LangChain
Azure AI Foundry enables rapid prototyping with managed models. LangChain's agent framework simplifies multi-agent coordination and tool integration for CRM systems.
Alternatives Considered
AWS Bedrock + CrewAI, GCP Vertex AI + AutoGen
Core Frameworks
Azure AI Foundry
LLM management and fine-tuning
LangChain
Agent orchestration and tool integration
Celery
Async task processing for outreach sequences
FastAPI
Real-time API endpoints
Implementation Plan
Data Foundation
- CRM integration
- Lead enrichment pipeline
- ICP definition
Intelligence Layer
- Scoring models
- Research agent
- Qualification logic
Outreach Automation
- Content generation
- Sequence optimization
- A/B testing framework
Optimization
- Analytics dashboard
- Model tuning
- Performance monitoring
Key Milestones
Risk Mitigation
Key Features
Lead Scoring
AI-powered lead scoring using firmographic data, behavioral signals, and engagement patterns. Prioritizes high-value prospects automatically.
Qualification Engine
Automated lead qualification based on custom ICP criteria, BANT framework, and predictive intent signals.
Personalized Outreach
Generate hyper-personalized email sequences, LinkedIn messages, and follow-ups using prospect data and company research.
Follow-up Automation
Intelligent follow-up sequences that adapt based on prospect engagement, response patterns, and optimal timing.
Pipeline Analytics
Real-time pipeline visibility with conversion metrics, bottleneck identification, and forecast accuracy.
CRM Integration
Seamless integration with Salesforce, HubSpot, and other CRMs for automatic data sync and activity logging.
How It Works
Lead Capture
Leads captured from website forms, events, referrals, and outbound campaigns. Enriched with firmographic data.
Research & Enrichment
AI gathers comprehensive prospect information including company details, recent news, and social signals.
Lead Scoring
Prospects scored against ICP criteria with predictive conversion likelihood and priority ranking.
Qualification
Automated qualification through personalized discovery questions and BANT assessment.
Outreach Sequences
Personalized multi-channel outreach sequences crafted based on prospect research and engagement history.
Engagement Tracking
Real-time monitoring of prospect engagement across all channels with intelligent trigger-based actions.
Follow-up Execution
Adaptive follow-up sequences that evolve based on prospect behavior and optimal timing.
Pipeline Analytics
Comprehensive analytics on pipeline health, conversion rates, and revenue forecasting.
Multi-Agent Architecture
Research Agent
Gathers comprehensive prospect information from multiple sources including LinkedIn, company websites, and news.
- Company research
- Contact enrichment
- Intent signals
- News monitoring
- Social listening
Scoring Agent
Scores and prioritizes leads based on ICP fit, engagement signals, and predictive conversion models.
- Lead scoring
- ICP matching
- Predictive modeling
- Priority ranking
- A/B testing
Qualification Agent
Qualifies leads through automated discovery and BANT assessment before routing to sales reps.
- Discovery questions
- BANT assessment
- Qualification scoring
- Handoff preparation
- Meeting scheduling
Outreach Agent
Crafts personalized multi-channel outreach sequences optimized for engagement and response.
- Email personalization
- LinkedIn messaging
- Sequence optimization
- A/B testing
- Timing optimization
Follow-up Agent
Manages intelligent follow-up sequences that adapt based on prospect behavior and engagement.
- Behavioral triggers
- Timing optimization
- Content adaptation
- Escalation rules
- Win-back sequences
Use Cases
Outbound Sales
Scale personalized outbound campaigns across email, LinkedIn, and phone with AI-driven prospecting.
Inbound Lead Management
Instantly qualify and route inbound leads based on fit, intent, and engagement signals.
Account-Based Marketing
Coordinate multi-stakeholder outreach across target accounts with personalized messaging.
Pipeline Management
Get real-time visibility into pipeline health with predictive forecasting and bottleneck alerts.
Sales Coaching
Identify rep coaching opportunities through conversation analysis and performance metrics.
Revenue Intelligence
Understand deal health, risk factors, and next best actions with AI-powered insights.