Enterprise Email Orchestration
How to automate email triage into your CRM/ERP with open-source tools and AI classification—achieving 90% reduction in manual processing.
90%
Manual Triage Reduction
< 2 min
Email-to-Lead SLA
< 2%
Misrouted Emails
4 Weeks
Implementation
Inbox Chaos
Every business deals with the same problem: emails arrive, humans triage them, and critical information eventually makes its way into the CRM or ERP—sometimes hours or days later. This manual process is slow, error-prone, and doesn't scale.
For this client, manual email triage was a massive productivity drain. Staff spent hours reading and routing emails, leading to delayed lead capture and inconsistent prioritization. They needed a way to automate this flow without losing accuracy.
The Solution
We built an automated pipeline that ingests emails from any source (Gmail, Office 365, IMAP), classifies them using an LLM to determine intent and priority, and routes them to the appropriate system (CRM, ERP, or Helpdesk).
graph LR
subgraph Ingestion
A[Email Inbox] -->|Trigger| B(Workflow Engine)
end
subgraph Intelligence
B -->|Content| C[AI Classifier]
C -->|Analysis| D{Intent Router}
end
subgraph Actions
D -->|Lead| E[CRM: Create Lead]
D -->|Order| F[ERP: Create Order]
D -->|Support| G[Helpdesk: Create Ticket]
D -->|Spam| H[Archive]
end
%% All actions log to audit
E & F & G --> I[Audit Log]
classDef plain fill:#fff,stroke:#333,stroke-width:1px;
classDef accent fill:#f0f9ff,stroke:#3b82f6,stroke-width:2px;
classDef v-large font-size:24px,font-weight:bold;
class C,D accent;
class A,B,E,F,G,H,I plain;
class A,B,C,D,E,F,G,H,I v-large;
The core of the system is the AI Classification Layer. We configured an LLM to act as an intelligent triage assistant, extracting key fields like Intent (Lead, Order, Support), Priority (High, Medium, Low), and Entity (for multi-entity routing).
This architecture allows for real-time processing. As soon as an email hits the inbox, it's processed and routed. If the AI is unsure (low confidence), it routes the email to a manual review queue, ensuring no critical message is lost.
Building the Pipeline
We built an automated email orchestration pipeline that classifies and routes emails to the right systems using AI.
Email Ingestion
Configure connectors to poll or push from Gmail, Office 365, or IMAP sources in real-time.
AI Classification
LLM-powered classifier extracts intent, priority, entity, and contact information from each email.
CRM/ERP Routing
Automatically create leads, orders, or tickets in the appropriate system based on classification.
Results
The impact was immediate. The client saw a 90% reduction in manual triage time, freeing up staff to focus on high-value tasks.
Leads that used to sit in an inbox for hours are now created in the CRM within 2 minutes. This has significantly improved their speed-to-lead and customer response times.
Additionally, the system eliminated misrouted emails. By using domain mapping and semantic analysis, the AI correctly identifies which legal entity an email belongs to, ensuring it lands in the correct ERP instance every time. The entire process is logged in PostgreSQL, providing a complete audit trail for compliance and performance monitoring.
