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Custom AI Development

For the workflows that off-the-shelf AI cannot solve properly -- scoped carefully, integrated securely and built only where there is a clear business case

Custom AI Is the Advanced Option, Not the Starting Point

Before we build anything custom, we look at whether the problem can be solved with tools you already have or trusted platforms such as Microsoft 365 Copilot, ChatGPT Team, Gemini, CRM AI features, Zapier, Make or vendor-specific automation. If those options can deliver the outcome safely, we will say so.

Custom AI becomes the right answer when the workflow is too specific, sensitive, integrated or variable for off-the-shelf tools. Our custom agents are built on our Brain platform and deployed with enterprise-grade security practices, audit logging, human approval points and clear data boundaries.

Key Capabilities:

  • Assessment of existing tools before custom development is recommended
  • Bespoke AI agent design based on your exact workflow
  • Integration with your existing CRM, ERP, email and communication tools
  • Industry-specific knowledge and rule sets built in
  • Multi-agent architectures for complex, multi-step processes
  • Secure-by-design deployment -- data never leaves your control
  • Human-in-the-loop checkpoints where your process requires them
  • Full audit logging for compliance and oversight
  • Regulatory and disclosure requirements assessed and designed in from the outset, not added afterwards
  • Ongoing monitoring, refinement and model updates

Business Outcomes

  • Processes That Actually Fit: No workarounds, no compromises -- built for your exact use case
  • Competitive Advantage: Capabilities your competitors cannot replicate with off-the-shelf tools
  • Reduced Manual Effort: Agents handle the volume and complexity that would otherwise require a team
  • Security You Can Trust: Built with the same standards we apply to our cybersecurity work
  • Long-Term Value: Agents evolve with your business -- we maintain and improve them over time

Examples of Custom Agents We Have Built

  • Email triage agent -- reads, categorises and drafts responses for high-volume inboxes
  • Compliance monitoring agent -- watches regulatory feeds and flags relevant changes
  • Proposal generation agent -- drafts scoped proposals from a structured briefing form
  • Security incident triage agent -- classifies alerts and routes them to the right responder
  • Client reporting agent -- compiles data from multiple sources into formatted reports

How We Build Your Agent

1. Assess Existing Options

We work with you to understand the problem, current tools, data sensitivity and business case. If an existing platform can solve it safely, we recommend that before custom development.

2. Design the Custom Route

We design the agent architecture: how it reasons, what tools and APIs it calls, where human approval is required, and how it handles edge cases and errors gracefully. Where an agent interacts directly with customers or the public, we also design in the disclosure and transparency requirements that apply, so the agent is compliant from day one.

3. Build & Test

We build the agent on the Brain platform, integrating with your systems and running it against real test cases. We iterate until performance meets your requirements before deployment.

4. Deploy & Maintain

We deploy to production with full monitoring, logging and alerting in place. We provide ongoing support, handle model updates and refine the agent as your requirements evolve.

Who This Is For

Businesses in Regulated Industries

Finance, legal, healthcare and other sectors where generic AI tools cannot be deployed without significant compliance risk. We build agents that respect your regulatory environment, keep data within defined boundaries, and maintain the audit trails your industry requires.

Example: A financial services firm uses a custom agent to monitor client portfolios against defined risk rules and draft adviser alerts -- fully logged, never holding client data externally.

Businesses with Unique or Complex Processes

If your business runs on processes that are specific to your sector, client base or internal structure, generic tools will always require workarounds. Custom agents are built around what you actually do.

Example: A specialist recruitment firm uses a custom agent to screen candidates against highly specific technical criteria, draft initial outreach and log all activity to their ATS automatically.

Teams Drowning in High-Volume Repetitive Work

Some businesses face a category of work that is genuinely repetitive but too complex or variable for standard automation tools. Custom agents handle the nuance that rules-based tools cannot.

Example: A professional services firm uses a custom agent to handle all inbound enquiry emails -- reading, classifying, extracting key data and drafting responses -- across 200+ emails per day.

Businesses That Have Tried Off-the-Shelf and Hit Limits

If you have already explored tools like Zapier, ChatGPT, Copilot, CRM AI or vendor-specific AI features and found them insufficient, custom development may be the right next step.

Example: A logistics company found generic AI tools could not handle the variability in their delivery exception process. A custom agent now handles 80% of exceptions without human involvement.

Frequently Asked Questions

How is this different from using ChatGPT or Copilot?

Tools such as ChatGPT, Copilot and Gemini can be excellent when the task fits them. We often help clients configure those first. Custom agents are different because they act on triggers, connect to your systems, follow your rules and include human approval points where the process requires them.

Where does our data go?

We design every agent with data residency and privacy in mind. Your data stays within your defined infrastructure. We do not use your business data to train models, and all deployments include full documentation of data flows for your compliance records.

What does it cost?

Pricing depends on whether you need advice, tool setup, workflow automation or a custom build. Many managed AI automation projects sit between £500-£2,000 per month depending on scope, integrations and support. If a custom build is genuinely needed, we scope it clearly first and explain any setup cost before work begins. No surprises, and no custom build if an existing tool will do the job safely.

Can we own the agent once it is built?

Yes. We provide full documentation and handover. We recommend retaining us for ongoing maintenance and model updates, but you are not locked in. The agent runs on infrastructure you control.

Not Sure If You Need Custom AI?

Tell us what you are trying to automate. We will help you decide whether an existing tool, secure workflow automation or a custom build is the right route.