top of page
u2269431743_A_high-resolution_minimalistic_digital_artwork_sh_1ce2303d-2c63-403a-ba29-310e

Agent Roadmap

Autonomy in Action
ChatGPT Image Apr 27, 2025, 08_24_00 AM.png

What is an Agent?

The word "agent" can mean different things.

​

  • Workflows:

    • These are predefined tasks where AI follows a set path, like handling inventory or publishing content.

  • Autonomous Systems: 

    • Dynamic systems where AI chooses how to achieve a goal, like a customer service agent or compliance officer.

​

We consider that both qualify as 'agents'  and businesses will adopt varying degrees of both.
 

The right model depends on your ambition, operational complexity, and how much autonomy you want your AI to have.

​

Consider workflows as steps and agents like employees with a job description.

Roadmap to Autonomy

We believe every business will need to decide how to split their workload between human and AI workforces. ​

​

Each business will find its own balance, optimising for different levels of automation based on its goals, operations, and market demands.

01.
Legacy Systems

ChatGPT Image Apr 27, 2025, 06_13_08 AM.png
Manual, siloed processes with no AI or integration between systems.
Quick-fix tools are added but workflows remain fragmented and human-led.

02.
Off the Shelf

ChatGPT Image Apr 27, 2025, 06_21_00 AM.png
ChatGPT Image Apr 27, 2025, 06_36_37 AM.png

03.
Traditional Optimisation

Tailored or custom-built digital systems improves workflows but there are still significant human-led repetitive steps and processes. 
AI completes prescriptive workflows: multi-step objectives, and may trigger basic IoT actions.

04.
AI Workflows

ChatGPT Image Apr 27, 2025, 06_43_06 AM.png
ChatGPT Image Apr 27, 2025, 07_45_17 AM.png

05.
AI Agents

AI agents perform defined roles, execute multi-step objectives and self-evaluate.
Multiple agents collaborate to deliver the objectives and responsibilities assigned to a business department.

06.
AI Departments

ChatGPT Image Apr 27, 2025, 08_01_00 AM.png
ChatGPT Image Apr 27, 2025, 08_08_31 AM.png

07.
Agent Workforce

Some businesses will go further, deploying entire workforces made up almost entirely of agents.
AI designs new tools and integrations to optimise its own workflows without external prompts.

08.
Environment Design

ChatGPT Image Apr 27, 2025, 08_22_09 AM.png
ChatGPT Image Apr 27, 2025, 08_24_51 AM.png

09.
Advanced Robotics

AI operates physical devices and robotics to accomplish real-world objectives.
AI adapts or redefines its goals within established ethical and operational boundaries.

10.
Redefined Objective

ChatGPT Image Apr 27, 2025, 08_28_50 AM.png

Balancing Automation and Authenticity

We believe automation is not a sequential path but a tailored journey.

​

Each business will blend traditional systems, workflows and agents differently, optimising where efficiency matters and keeping the human touch where it counts.

Frequently Asked Questions

Where do we start?

The biggest bottleneck holding you back.

 

The fastest wins usually come from automating repetitive admin or improving data visibility across departments. We begin by identifying where time, accuracy, or opportunity is being lost, and map the right solution from there.

How does billing work?

Simple, transparent pricing.


In pilot phases we charge a monthly license for platform access, and a day rate for expert services. That covers bullion consulting, DevOps, data engineering, or AI agent configuration.

 

We then seek long term partnerships to unlock years of value. 

How does integration work?

Your cloud, our cloud, or on-premise in your environment.


We deploy in the environment that suits your security and infrastructure preferences. Whether you use Azure, AWS, on premise servers, , we can integrate securely with minimal disruption to your current systems.

What’s your current capacity?

We’re in pilot phase with early clients.


Once those implementations are complete, we’ll open up limited new slots for the next rollout phase. If you’re interested, reach out early, we’re scaling slowly to protect delivery quality and client results.

Have more questions? Please get in touch.

Bullion Agents

a product by S2S Advisory

Fleet House, New Rd, Lancaster LA1 1EZ

bottom of page