AI Agent Development Services

We Build AI Agents That Work

Not chatbots. Not demos. Production systems that run daily, process real data, and deliver results your team can use.


What We Do

Activate Intelligence designs and builds multi-agent AI systems for enterprise workflows. Our agents handle the repetitive, data-intensive tasks that slow down your team: monitoring, extraction, analysis, and reporting.

We work across industries but specialise in domains where text-heavy workflows meet regulatory complexity:

  • Public Affairs: Parliamentary monitoring, legislative intelligence
  • Corporate Communications: Media tracking, press release automation
  • Financial Services: Coverage analysis, communications optimisation
  • Professional Services: Proprietary data access, benchmark queries

How We Work

Discovery

We start by understanding your workflow. What data comes in? What transformations happen? What goes out? Where are the bottlenecks?

Architecture

We design agent systems that match your process. Each agent has clear responsibilities. The orchestration handles sequencing, error recovery, and human review gates.

Build

Iterative development with regular checkpoints. You see working agents early and provide feedback throughout.

Deploy

Production deployment on reliable infrastructure. Monitoring, alerting, and documentation included.

Operate

Ongoing support as your needs evolve. New data sources, adjusted prompts, expanded capabilities.


Our Technology

We build with:

  • Large Language Models: Claude and GPT for reasoning, summarisation, extraction
  • Graph Databases: Neo4j for relationship-rich data
  • Serverless Infrastructure: AWS Lambda for reliable, scalable operations
  • Model Context Protocol: Connecting AI assistants to your data
  • Custom Platforms: Orchestration, editing, and delivery tools

What Makes Us Different

We Ship Production Systems

Many consultancies deliver prototypes and slide decks. We deliver systems that run in production, process real data, and improve over time.

We Understand Regulated Industries

Our clients include banks, public affairs firms, and professional services companies. We know how to build AI that satisfies compliance requirements.

We Speak Italian and English

Bilingual capability is native to our team and our systems. Parliamentary monitoring in Rome. Financial communications in London. Same quality, both languages.

We’ve Done This Before

Our parliamentary monitoring system processes tens of thousands of speeches monthly across two chambers and all committees. Our media intelligence agents serve major European financial institutions. This isn’t experimental.


Services

AI Agent Development

Custom agents for your specific workflow. We handle architecture, development, deployment, and ongoing support.

MCP Server Development

Model Context Protocol servers that connect Claude to your databases and APIs. Your team asks questions in natural language; the AI retrieves answers from your systems.

Multi-Agent System Design

Complex workflows decomposed into orchestrated agent teams. Sequential processing, parallel execution, human review gates, reliable scheduling.

AI Strategy Consulting

Not sure where to start? We assess your workflows, identify high-impact opportunities, and create a roadmap for AI adoption.


Who We Work With

  • Public affairs consultancies tracking legislation for clients
  • Corporate communications teams managing media monitoring
  • Financial services firms optimising communications workflows
  • Professional services companies monetising proprietary data
  • Technology platforms adding AI capabilities

Based in London

Activate Intelligence operates from London. Our team combines software engineering experience with domain expertise in communications, public affairs, and financial services.

We’re part of the Activate Studio network, a startup studio that has launched and operated technology ventures since 1993.


Get Started

Every project starts with a conversation. We’ll discuss your workflow, your data, and your goals. If there’s a fit, we’ll scope a project and get started.

Contact us to discuss your AI project