AI Systems

AI Agents: production AI systems built in the UK

In short

Custom AI agents that read, decide and act inside your existing tools — Xero, Sage, HubSpot, Slack, email — with a human always in the loop. Custom AI agents built on GPT, Claude, Gemini and open-source models, wired into your existing SaaS and internal systems with retrieval, guardrails and full audit trails.

What Forth Systems means by ai agents

Custom AI agents built on GPT, Claude, Gemini and open-source models, wired into your existing SaaS and internal systems with retrieval, guardrails and full audit trails.

Why UK operators are buying ai agents in 2026

Off-the-shelf chatbots stop at answering questions. Agents finish the job — raising invoices, updating CRM records, drafting quotes, filing tickets — while a human approves every action that matters.

Workflows we automate

Invoice chasing, quote drafting, CRM data hygiene, inbox triage, ticket routing, SLA monitoring, competitor and market monitoring, internal help-desk answers.

The stack we build on

OpenAI GPT-4/5, Anthropic Claude, Google Gemini, Llama and Mistral on Ollama, LangGraph, LlamaIndex, plus native integrations to Xero, Sage, QuickBooks, HubSpot, Salesforce, Pipedrive, Zoho, Slack, Teams, Gmail and Outlook.

Real ai agents use cases

• An AR agent that chases overdue invoices out of Xero with tone-appropriate emails and escalates only when a customer breaks payment terms. • A sales-ops agent that watches HubSpot for stale deals, drafts follow-up emails and books meetings once a rep approves. • A quote agent that reads inbound RFQs, drafts a priced response from your catalogue and hands it to a human for sign-off. • A support-triage agent that reads inbound tickets, tags severity, drafts a first reply and routes anything sensitive to a real engineer. • A compliance-watch agent that monitors regulator publications and flags what your team actually needs to act on.

Outcomes to expect

60–80% less time on repetitive admin, 3× faster response times on inbound work, and full evidence of every decision the agent made or escalated.

Pricing

£499 fixed-price AI Ops Audit, then a £2,500 two-week Sprint to ship the first production agent, then £6,000/month embedded partnership if you want us to keep building.

Timeline

First production agent live in two weeks from end of audit. A full multi-agent operations stack typically ships in 6–12 weeks.

How we engage

Every ai agents engagement starts with our £499 fixed-price AI Ops Audit. That produces a scored, costed 30/60/90 day plan you own — whether you build with us or not. If you proceed, we ship the first production system in a two-week £2,500 Sprint, then continue on a rolling £6,000/month embedded build partnership. Delivered from Edinburgh, UK, with named engineers — never an offshore pool.

Frequently asked questions

How much does ai agents cost with Forth Systems?

£499 fixed-price AI Ops Audit, then a £2,500 two-week Sprint to ship the first production agent, then £6,000/month embedded partnership if you want us to keep building. All pricing is exclusive of VAT. Larger multi-workflow programmes are scoped from a Sprint outcome.

How long until ai agents is live in production?

First production agent live in two weeks from end of audit. A full multi-agent operations stack typically ships in 6–12 weeks.

Who owns the ai agents code and data?

You do. Every ai agents system we build is deployed into your cloud accounts, on your infrastructure, with source code in your repository. No lock-in, no black boxes.

Do you build ai agents for regulated UK industries?

Yes — we deliver into FCA-regulated firms, NHS boards, councils and other regulated operators, with human-in-the-loop controls, immutable audit trails and DPA / DPIA support built in from day one.

Can Forth Systems integrate ai agents with our existing tools?

Yes. Every ai agents system we build is designed to live inside the stack you already run — OpenAI GPT-4/5, Anthropic Claude, Google Gemini and beyond.

Where is Forth Systems based?

Forth Systems is an Edinburgh-based AI systems and automation company. We serve clients across Edinburgh, Glasgow, Aberdeen, Dundee, London, Manchester, Leeds, Bristol, Birmingham and the whole of the UK — mostly remote delivery with on-site presence for discovery and go-live.

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