Applied AI Systems for Real Businesses

This is applied AI for running and optimizing a real business.

I design and implement AI systems that coordinate operations, analyze performance, and continuously improve execution — using the tools you already rely on.

Most businesses don't need more AI tools. They need systems that don't break under real operating conditions.

Where businesses break → the system that fixes it

Inbox chaosInbox Intelligence
Leads going coldFollow-Up & Escalation
Action items lostEmail-to-Execution
Blind executionOperational Visibility
Leadership overloadExecutive Briefings
Wasted ad spendAds Intelligence

Built for reliability, not demos

  • Defined systems — not vague "AI experiments"
  • Human-in-the-loop by default
  • Designed around your existing tools and workflows
  • Modular, observable, and adjustable over time

Commonly used with: Gmail · Outlook · Google Ads · Sheets · Slack · Trello · Asana · ClickUp · GHL

AI systems available

Each option below is a standalone system with clear scope and outcomes. Most teams start with the one that removes the biggest operational bottleneck first.

Foundational systems — most teams start here

Inbox Intelligence System

A system that brings structure, speed, and ownership to incoming communication. It monitors inbound email and enquiries, classifies intent, drafts responses in your tone, and routes messages to the right place — without removing human control.

Message classification

Important conversations surface immediately

AI-drafted replies

Faster response without mental effort

Owner routing

Clear responsibility, fewer dropped threads

Automatic tagging/logging

Clean records without manual work

After installation: New inbound messages are classified, drafted, routed, and tracked automatically, with approval where required.

Follow-Up & Escalation System

A system that ensures no lead, deal, or client conversation quietly goes cold. It tracks unanswered threads over time, triggers follow-ups automatically (or as drafts), and escalates internally when things stall.

Unanswered thread detection

No silent drop-offs

Timed follow-ups

Consistent outreach without chasing

Escalation rules

Issues surface before they become losses

Risk flagging

Early warning on at-risk leads or clients

After installation: Every conversation either progresses or surfaces visibly — nothing disappears.

Operational systems — execution & visibility

Email-to-Execution System

A system that converts unstructured communication into structured work. It summarizes email threads, extracts action items, and creates tasks or projects with ownership and deadlines.

Thread summarization

Instant clarity on long conversations

Action extraction

Nothing gets missed

Task/project creation

Clean execution without copy-paste

Owner & due date assignment

Accountability by default

Operational Visibility System

A system that shows what's actually happening across day-to-day execution. It aggregates signals from inboxes, projects, and pipelines to surface delays, bottlenecks, and stalled work.

Response-time tracking

See delays early

Open/overdue monitoring

Clear execution health

Bottleneck detection

Pressure points surface faster

Lightweight dashboards

Clarity without reporting overhead

Optimization systems — performance & leverage

Executive Briefing System

A system that compresses operational complexity into readable summaries. It generates daily or weekly briefings showing what moved, what stalled, and what needs attention.

Cross-tool summaries

One view instead of five logins

Priority highlighting

Attention goes where it matters

Risk surfacing

Fewer surprises

Human-readable output

Less cognitive load

Ads Intelligence & Optimization System

A system that continuously analyzes and improves Google Ads performance. It reviews spend patterns, search terms, structure, and trends to surface inefficiencies and opportunities.

Search term analysis

Hidden waste exposed

Spend efficiency review

Budget goes further

Structure & creative insights

Faster iteration

Ongoing monitoring

Problems surface earlier

Why these systems keep working

Most automation fails because it tries to do too much at once. These systems are designed to survive real usage.

Modular by design

Each system stands alone

Human-in-the-loop

Drafts, approvals, escalation

Observable

Logging, monitoring, clear failure modes

Adjustable

Rules and prompts evolve as the business does

This is what makes them reliable instead of brittle.

Fit

This is a strong fit for businesses with real operational or marketing complexity — where coordination, visibility, or performance must improve without adding headcount.

Good fit if

  • You handle meaningful inbound volume
  • Follow-through matters and misses are costly
  • Work spans multiple tools and owners
  • You want defined systems, not novelty AI

Not a fit if

  • You want one tool to "do everything"
  • You're experimenting casually
  • You won't adjust workflows or ownership
  • You don't want monitoring or guardrails

Want to see what applies to your business?

Send your tools list and the main bottleneck. I'll tell you which system makes sense first — and what would change operationally.

This isn't a sales pitch. If none of these systems apply, I'll tell you.

No spam. Thoughtful responses only.