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Precision Manufacturing

Live

In: 60,000 emails, 30 inboxes

30 Inboxes, One Qualified Pipeline

In

Enquiries and RFQs arrived mixed with order updates, vendor pitches and junk across 30 mailboxes. Whether anyone replied depended on who spotted them.

Enquiries and RFQs arrived mixed with order updates, vendor pitches and junk across 30 mailboxes.Whether anyone replied depended on who spotted them.

System

LeadDesk

Illustrative Email

From
purchase@(a customer).example
Subject
Enquiry: 40 pcs laser-cut MS plate, 6 mm
  1. Read, Step 1 of 5 Every email across 30 mailboxes, continuously
  2. Classify, Step 2 of 5 Rules first, then AI: type, intent and contact
  3. De-Duplicate, Step 3 of 5 Matched to existing records and threads
  4. Assign, Step 4 of 5 Routed to the right owner by rule
  5. Sync, Step 5 of 5 Pushed into Zoho CRM as leads

Step 1: Read

This Email

Picked up from the sales@ mailbox; signature and quoted thread stripped.

How the Step Works

Every incoming email across all 30 mailboxes is picked up continuously and its body cleaned of noise.

Step 2: Classify

This Email

Sender not on any block list, so AI reads it: type RFQ, intent “new purchase”, contact and quantity extracted.

How the Step Works

Business rules and sender policies settle obvious cases first. AI reads the rest to identify message type, intent and contact details, and picks out genuine RFQs, enquiries and feasibility checks.

Step 3: De-Duplicate

This Email

No open lead for this company and thread, so this becomes a new lead.

How the Step Works

Each lead is matched against existing records, and decisions are reused within a conversation, so a repeat enquiry does not create a second lead.

Step 4: Assign

This Email

Rule: sheet-metal RFQs from the western region go to the regional sales owner.

How the Step Works

Each lead is routed to the right owner through configurable rules.

Step 5: Sync

This Email

Lead created in Zoho CRM with the email attached. The salesperson sees it within minutes.

How the Step Works

Leads are pushed from LeadDesk into Zoho CRM, where the sales team works them as usual.

Out

Qualified leads land in a Zoho CRM we implemented to fit the sales process. Uncertain emails go to a reviewer with the evidence.

Qualified leads land in a Zoho CRM we implemented to fit the sales process.Uncertain emails go to a reviewer with the evidence.

Result

From Inbox to Closed Deal, First Two Months

  • ~60,000 emails read across 30 mailboxes
  • 3,000 leads created in Zoho CRM
  • ~600 opportunities in pipeline
  • 200 closed opportunities

Each dot is 20 emails. First two months, live.

Built On

  • React
  • TypeScript
  • NestJS APIs
  • PostgreSQL
  • Redis Background Queues
  • Interchangeable AI Providers (OpenAI, Gemini and Compatible)
  • IMAP/POP3 Mailbox Connectors
  • Zoho CRM APIs

Also Works For: B2B order intake, partner and vendor enquiries, service desks.

Where Will AI Pay Back First for You?

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