Case Study 01

Intelligent Lead Processing System

Industry
Real Estate — Agencies & Brokerages
Platform
Make.com
Build time
~1 week
Service
AI Workflow Automation

Portfolio build — a complete, working system built and measured by Altus Initiatives to demonstrate this capability. Performance metrics below are measured from the build; agency-impact figures are projected for a representative brokerage.

The problem

For any agency that depends on inbound leads, the window between a lead arriving and a response going out is where deals are won or lost. Most brokerages handle this manually — someone reads the inquiry, figures out what the person wants, decides how urgent it is, routes it to the right place, and drafts a reply. Done carefully, that process takes 5–10 minutes per lead. Done under pressure, things get missed.

At 20–30 leads per week, that's hours of repetitive work — performed inconsistently depending on who's available, what time it is, and how stretched the team already is. A high-intent buyer who submits an inquiry at 5pm Friday gets the same treatment as a general question that arrives Monday morning: delayed, manual, and variable.

The deeper problem is prioritization. Without a system, every lead looks identical until someone reads it. Urgent, high-intent prospects sit in the same inbox as routine inquiries — and the team has no mechanism to know which to act on first.

The solution

Every inbound lead is now classified, routed, and responded to in under 3 seconds — automatically, consistently, and without anyone on the team having to manage the process.

When a lead submits an inquiry, the system activates immediately and completes the following sequence:

  1. Classification — The lead's message is analyzed to determine intent (buy, partner, support, or general) and urgency level (high or standard). This runs in under 3 seconds.
  2. Intelligent Routing — Based on intent, the lead is logged to the appropriate destination:
    • Buy intent → Hot Leads queue for immediate sales follow-up
    • Partner intent → Business development review
    • Support intent → Relevant team member
  3. Urgency Escalation — Any lead flagged as high urgency triggers an immediate team notification — ensuring response within minutes, not hours, regardless of when the lead arrives.
  4. Response Preparation — A personalized draft response is prepared based on the lead's message and classification, and saved for a team member to review and send. The blank-page problem is eliminated from every reply.
  5. Full Logging — Every lead is recorded with name, contact details, message, intent, urgency, sentiment, draft response, and timestamp. Nothing falls through the cracks.

Results

3 seconds

from inquiry submission to full classification, routing, and draft response — replacing a process that previously required manual reading, triage, and response drafting.

For a brokerage receiving 20–30 leads per week, that recovery represents 2–5 hours of agent time returned to client-facing work every week.

  • Prioritization restored — High-intent buyers are separated from general inquiries automatically. The team acts on the right leads first, every time.
  • Consistency regardless of timing — A lead arriving at 5pm Friday receives the same quality of handling as one arriving at 9am Monday. Urgency is never subject to who happens to be available.
  • Zero missed escalations — High-urgency leads trigger immediate notification without exception. No manual prioritization required.
  • Response quality maintained at scale — Every lead receives a prepared, contextually appropriate draft response. Volume no longer degrades quality.

Architecture

The system follows a linear trigger-classify-route-log pattern, with a parallel urgency check running independently of intent routing:

Inbound Lead Submission
        │
        ▼
AI Classification (Intent + Urgency)
        │
        ├──── Intent Router ───────────────────────────────┐
        │         │                                        │
        │    ┌────┴─────┬──────────┬──────────┐            │
        │    ▼          ▼          ▼          ▼            │
        │  Hot       Partners   Support    General         │
        │  Leads               Queue      (logged)         │
        │  Queue                                           │
        │                                                  │
        ├──── Urgency Check ───────────────────────────────┤
        │         │                                        │
        │    High Urgency? ──Yes──► Immediate Notification │
        │                                                  │
        └──── Master Log (all leads) ◄─────────────────────┘
                  │
                  ▼
         Draft response saved per lead

Full architecture documentation available upon engagement.

Tech stack

ComponentTool
Workflow automationMake.com
AI classification and response draftingAnthropic Claude Haiku
Lead intakeGoogle Forms
Lead routing and loggingGoogle Sheets
Urgency escalationSlack

Key design decisions

Right-sized AI for the task. Classification does not require a frontier-class model. A faster, leaner model was selected for this workflow — delivering accurate intent and urgency classification at a fraction of the cost, with response times under 3 seconds. Selecting the right model for the job is part of how Altus keeps systems efficient and cost-effective in production.

Human review before client-facing delivery. The system prepares a draft response but keeps a human in the loop before anything is sent. This is intentional. The value is eliminating the blank page and the research step — not removing human judgment from client communication. Especially in real estate, where relationships are the business, that distinction matters.

Intent and urgency evaluated independently. A support request can be high urgency. A buy inquiry can be standard priority. Running the urgency check as a separate dimension from intent routing ensures no high-urgency lead is missed regardless of how it's classified — a design decision that prevents the edge cases that break manually built systems.

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