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PRIORITIZATION ENGINE

Every action ranked. Top of your day, every day.

An AI-driven action queue that watches every signal coming into your business and tells you exactly what needs a human, what can wait, and what's about to slip.

Live AI prioritization queue showing customer action items ranked by urgency.
Live system, running daily for an Atlanta home-services business. Customer names and dollar figures have been redacted.

What it does

  • Watches every inbound signal (calls, missed calls, emails, web forms, CRM events).
  • Ranks each one by urgency, age, and customer value.
  • Drafts the response your team would have sent anyway.
  • Auto-clears items once they're handled, archives the rest.
  • Sends a daily and as-needed Telegram brief so nothing waits unseen.

Things the queue surfaces every day

Missed inbound calls with no callback yet
Customer messages waiting on a reply
Estimates sent but stalled for 3+ days
Estimates approved and waiting to be converted to a job
Open tickets gone quiet past their SLA
Photos or proof requested from the customer, still outstanding
Followups owed after a site visit

How it works

Every inbound signal flows through an AI triage layer (Claude, GPT-4, or whichever model fits the workload best). The model reads the full context, customer history, and job status, then assigns a tier: act now, act today, act this week, or FYI.

The top tier becomes the day's action queue. Each item carries the headline, the suggested reply, a one-click button to send it, and the link back into the source system, whether that's your CRM, Gmail, or anywhere else.

When someone on the team handles an item, the queue updates in real time. When a customer waits longer than the threshold, the item escalates automatically.

The stack

Claude (Anthropic) and GPT-class models (OpenAI) for triage and drafting. Python for the pipeline. HousecallPro, Gmail, and Twilio for the signal sources. Flask + SQLite for the operator dashboard. Telegram for human-in-the-loop alerts.

Who it's for

Service businesses with 5+ inbound channels and at least one human whose day is split across them. Electricians, HVAC, plumbing, landscaping, MSPs, dental, vet, anything appointment-driven.

Pairs with the AI Ticketing System
Same items, viewable as a priority feed or a Kanban board — same source of truth.

Want one of these for your business?

15-minute call, real answer on whether it'd actually help.

Book a call