Oleksii MazurFounder, ALMALVS LLCStart a project
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01

In operation

Smart Lead System

An owner-facing lead workflow that reduces manager coordination while keeping customer decisions under human review.

My roleProduct architecture, workflow design and operating QA.

The problem

Managers lose time coordinating lead context across messages, routing and follow-up, while owners lack one reliable operating view.

Constraints

  • Human review of customer-facing actions
  • No invented customer facts
  • Clear ownership for the next action

Business result

The owner gets one operational view of every lead: AI intent and priority, grounded facts, a concise summary, the next step and a reply draft. Managers spend less time manually coordinating that context.

How it works

The workflow collects and organizes context before it reaches an owner or manager. AI assists with intent, prioritization and a draft; a person reviews before anything customer-facing happens.

Control boundary

The system supports decisions instead of impersonating a sales team. It does not invent facts, silently update records or send an unreviewed reply.

View the technical architecture

Conceptual workflow

Smart Lead System conceptual system diagramLEADcaptureAI CONTEXTintent / factsOWNER REVIEWnext step / draftHANDOFFresponsible actionHUMAN REVIEW REQUIREDbefore customer-facing action
A lead becomes a reviewable owner decision; AI prepares context, never an unsupervised customer action.

Architecture

  1. Lead capture
  2. AI intent and priority
  3. Owner review
  4. Next-step handoff

Decisions

  • Prepare suggestions, not autonomous outreach
  • Keep facts separate from generated drafts
  • Make the next responsible action visible

Evidence

  • One operational view combines AI intent, priority, facts, summary, next step and reply draft
  • Manager coordination is reduced without removing human judgment

Safety boundary

  • Reply drafts remain under human review
  • No customer or lead records are published
  • No unsupervised customer communication

Working vocabulary

TypeScript / Workflow automation / CRM integrations / Operational QA

A similar operational problem?

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