How I Orchestrate 19 AI Agents Across 86 Data Sources to Generate Sales Intelligence Reports

Active-Ad9071 · reddit · 2026-08-12

A developer shares the architecture of Recon, a multi-agent system that orchestrates 19 specialized agents to generate deep prospect research reports from 86 data sources (SEC filings, earnings call transcripts, patents, job postings, etc.). Each agent owns a domain like competitive intelligence, financial forensics, buying committee mapping. The orchestrator coordinates agents, with 97 LLM calls per report. Solved challenges include agent coordination, source attribution, conflict resolution, depth vs speed, and hallucination prevention. Stack: Electron+React, Fastify+Prisma, BullMQ.

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