AI Systems Integration

WE BUILDAI SYSTEMSTHAT RUNENTIREBUSINESSES.

AND
WE CAN DO ITFOR YOURS.

AI scaffolding. Contextual memory systems. Autonomous agent teams. We design and deploy the infrastructure that lets your business run itself — intelligently, continuously, at scale.

Book a Free AI AuditSee How It Works
SYSTEM / DEVFLOW
LIVE
Lead pipeline
847 leads / day
ACTIVE
Email sequences
3 campaigns live
RUNNING
Client reports
Weekly generation
AUTOMATED
AI response time
Claude API
0.3s avg
Outreach volume
→ 100K contacts
SCALING

BUILT WITH DEVFLOW · AGENT ORCHESTRATION PLATFORM

Trusted by
London ExCeLExhibition & Convention Centre
Taylor WimpeyUK Homebuilder
LevyCompass Group
02 / SERVICES

WHAT WE BUILD.

Systems built to think, adapt, and operate — with or without a human in the loop.

01

BUSINESS PROCESS AUTOMATION

Connect your tools, eliminate manual handoffs, and let AI handle the repetitive work. We map your operations and wire in automation at every pressure point.

  • CRM and workflow integration
  • Document processing and routing
  • Approval chains and notifications
  • Condition-based decision logic
02

AI AGENT TEAMS

Autonomous agents that collaborate, reason, and execute — with role specialisation, task tracking, and inter-agent communication. Built on Claude, Gemini, or open-source models.

  • Multi-model agent orchestration
  • Role-based task delegation
  • Persistent memory per agent
  • 24/7 autonomous operation
03

CONTEXTUAL KNOWLEDGE SYSTEMS

RAG-powered knowledge bases that let your AI systems scale intelligence without breaking context limits. Semantic search across thousands of documents, updated in real time.

  • Vector database integration (Qdrant / Pinecone)
  • Hybrid dense + sparse retrieval
  • Auto-ingestion from live sources
  • Cross-session knowledge retention
04

SYSTEM INTEGRATION & APIs

Connect legacy systems, third-party tools, and AI models into a single coherent platform. We build the glue that makes disparate systems feel like one.

  • REST and webhook integration
  • Event-driven pipelines
  • Real-time data sync
  • Monitoring and alerting

Not sure which you need? The audit figures it out.

Book a Free AI Audit
03 / CASE STUDY

AI SCAFFOLDING
AT SCALE.

When conventional AI tools hit their limits — context windows fill up, agents forget, systems drift — you need proper scaffolding. We built a production AI platform to solve this problem. Here's what that engineering looks like in practice.

THE PROBLEM

Enterprise AI deployments fail predictably: agents lose context mid-task, knowledge doesn't persist across sessions, and systems can't scale without constant human intervention. Off-the-shelf tools don't solve this — they paper over it.

WHAT WE BUILT

A multi-layer AI scaffolding system: contextual RAG memory across 14,500+ vectors, multi-model agent teams with role persistence, event-driven orchestration via n8n, and a real-time control dashboard. The result: AI systems that know what they knew yesterday, scale knowledge without hitting context limits, and run 24/7 without hand-holding.

SYSTEM ARCHITECTURE
AI MODELSClaude · Gemini · Ollama
MULTI-AGENT ORCHESTRATIONRole-based teams
CONTEXTUAL KNOWLEDGE14.5K vectors
EVENT-DRIVEN PIPELINESn8n workflows
MONITORING LAYERReal-time dashboard
PROCESS MANAGEMENTPM2 · 23 services
23services running 24/7
8+client projects under management
14.5Kknowledge vectors indexed
0manual reports written per week
WHAT'S INSIDE
●
Unified Control Layer
Full observability across every agent, service, and workflow — live, in one place.
●
Multi-Model Agent Orchestration
Specialised agents (Claude, Gemini, Ollama) assigned roles, briefed via collab channels, and tracked to completion.
●
Agent Communication Protocol
Structured inter-agent messaging with task boards, sprint planning, and human-in-the-loop escalation.
●
Infrastructure Automation
Process lifecycle management, port conflict detection, health monitoring — all automated.
●
Contextual Memory at Scale
14,500+ vector knowledge base with hybrid search (dense + sparse). Agents remember across sessions without context limits.
●
Event-Driven Workflow Engine
Business logic encoded as workflows. Triggers, conditions, actions — wired end-to-end without custom glue code.

This website was built by a DevFlow agent team. Same system. Your business.

Book a Free AI Audit
04 / BOOK AN AUDIT

FREE AI AUDIT.

Tell me what your business does and what you want to automate. I'll come back with a realistic picture of what's possible, what it would take, and whether it's worth doing.

No pitch. No upsell. Just an honest assessment of where AI can save you time and money — and where it can't.

WHAT HAPPENS NEXT
01You submit this form with a brief on your business.
02I review it and identify your top 3 automation opportunities.
03You receive a written breakdown within 24 hours — no call required unless you want one.
04If we're a fit, we scope a project. If not, you keep the insights.
BOOK A FREE AI AUDIT
OPEN

No spam. No sales calls without consent. Unsubscribe any time.