agent-to-agent framework

intelligence before
automation

Stop spraying and praying. Our A2A framework adds an intelligence layer that learns from your closed deals, scores leads against your ICP, and tells your automation agents exactly who to contact—and who to ignore.

see how it works book a demo →

the automation trap

Dumb Automation

  • • Scrape 10,000 leads from Apollo
  • • Send generic messages to everyone
  • • 0.5% response rate
  • • Burn through your domain reputation
  • • No learning, no improvement

Intelligence-First A2A

  • • Scrape 10,000 leads from Apollo
  • • Intelligence agent scores against your ICP
  • • Only contact top 500 A-tier leads (5%)
  • • 5-10% response rate (10x better)
  • • Learns from every conversation

10x better results

by focusing on the right leads, not all leads

two-layer architecture

Intelligence agents analyze and score. Automation agents execute. They talk to each other using Google's A2A Protocol.

LAYER 1

Intelligence Agent

Learns from your past wins, builds your ICP model, scores every lead

What it does

  • Ingests data from Apollo, Sales Navigator, HubSpot, Clearbit
  • Analyzes your closed deals for patterns
  • Scores leads A-tier, B-tier, C-tier based on ICP match
  • Tells automation agent who to contact
  • Learns from feedback and improves

Tech stack

FastAPI PostgreSQL LangChain scikit-learn
LAYER 2

Automation Agent

Receives scored leads, executes outreach, reports results back

What it does

  • Receives A-tier scored leads from intelligence agent
  • Sends personalized outreach via LinkedIn and email
  • Tracks responses and meeting bookings
  • Sends feedback on what messaging worked
  • Intelligence agent learns and refines ICP

Tech stack

FastAPI PostgreSQL Cloud Functions Apollo API

ready to add intelligence to your automation?

Custom A2A framework development starts at $15K. Schedule a call to discuss your use case.

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