Case Study / Eat Your Own Dog Food

Business Warriors

AI Agent Infrastructure

We run on the same AI agent infrastructure we build for our clients. 47% more output, doubled capacity, and admin fully automated. This is not theory. This is our business.

AI Agents / InternalHermes Agent + Claude CodeAustralia
+47%
Output Increase
2X
Doubled Capacity
69
Pages in One Session
1 / wk
Admin Check

Company Profile

About Business Warriors

Business Warriors is a digital marketing agency serving clients across Australia, New Zealand, the USA, Canada, and the UK. Instead of just selling AI agent solutions to clients, BW built and deployed the same infrastructure inside its own operations first. The results below are measured from BW's own business, not a client engagement. This is the proof that the system works before we ever recommend it to you.

Central Brain
Hermes Agent by Nous Research
Coding Agents
Claude Code, parallel sessions
Video Pipeline
HeyGen, fully automated

The Challenge

Growth Constraints

Before building AI agent infrastructure, Business Warriors faced two structural challenges that limited how much the agency could deliver:

Scaling Without Scaling Headcount

Business Warriors needed to grow output without hiring more people. The traditional agency model means every new client requires more staff, more overhead, and more coordination. BW wanted to break that constraint and deliver more value without growing the team linearly.

Fragmented Operations

Content, SEO, video, CRM, pipeline management, and admin tasks were all running separately with manual handoffs between systems. Every workflow required a human to move data from one tool to the next, creating bottlenecks, delays, and dropped balls.

The Solution

AI Agent Infrastructure, Layer by Layer

BW deployed a multi-layer AI agent architecture with a central orchestration brain, specialised agents for each function, and human review at defined checkpoints:

Central Brain (Hermes Agent)

A self-hosted Hermes Agent by Nous Research serves as the orchestration layer coordinating all other agents. It routes tasks, manages context, and ensures every agent has the information it needs without human intervention.

Content & Video Agents

Autonomous agents research trending topics, draft scripts, fact-check, hallucination-check, and polish content. A HeyGen video pipeline takes a topic all the way to a finished, published video with no manual editing.

SEO & Web Development Agents

69 AI agent location pages were rebuilt in a single session using parallel coding agents. GSC analysis, content audits, and rank tracking run continuously, feeding actionable tasks back to the central brain.

CRM & Pipeline Agents

Go High Level pipeline management, lead qualification, and automated Monday hygiene audits keep the sales pipeline clean and up to date without anyone touching it manually.

Coding Agents (Claude Code)

Claude Code agents handle website development alongside human developers, from form fixes to full page builds, with automated build verification to catch errors before they ship.

Admin & Finance Agents

Automated follow-ups, expense categorization, and financial tracking run on schedule. What used to be daily manual admin work is now a single weekly check.

Human-in-the-Loop

Jarrod reviews at defined checkpoints: script approval, video approval, and pipeline decisions. Agents do the research, drafting, and execution. The human signs off on anything customer-facing.

Results

Measured Impact on Our Own Business

These are not projected numbers or client estimates. These are the actual, measured results from deploying AI agent infrastructure inside Business Warriors.

+47%
Output Increase
Measured increase in total output after AI agent infrastructure
2X
Capacity (Web Dev + Organic)
Doubled capacity across web development and organic top of funnel
1 check / week
Admin Time
Down from daily manual financial and admin work
69
AI Agent Pages Built
Location pages rebuilt in one session using parallel coding agents
8+
Videos Produced
Fully automated HeyGen pipeline from topic to finished video
Fully automated
Financial / Admin
Follow-ups, expense tracking, and weekly check only

Why This Matters

We are not selling theory. We run on the same AI agent infrastructure we build for clients. The 47% output increase and doubled capacity are real, measured results from our own business. The same architecture is what we deploy for you.
Jarrod, Business Warriors
Founder

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