AI&datasolutionsfromscopetoproduction.
We work with businesses to design, build, and operate AI systems, data solutions, and automated workflows that deliver measurable impact — and we stay involved to make sure they keep doing so.
End-to-end. Scoped to shipped.
AI & Machine Learning
Machine learning models, LLM pipelines, and intelligent agents — from demand forecasting and classification to document intelligence and autonomous workflows.
Workflow Automation
End-to-end process automation that replaces manual work — invoice routing, candidate sourcing, approval chains — designed to run unattended.
Data Science & Analytics
Exploratory analysis, predictive modelling, and production dashboards. We turn raw data into decisions — whether that is anomaly detection, forecasting, or operational reporting.
Custom Software
Purpose-built applications and internal tools shaped around how your team actually works.
System Integration
Connect Salesforce, Snowflake, Stripe, HubSpot, and legacy systems into unified workflows with reliable data flow between them.
Ongoing Operations
Monitoring, maintenance, and iteration post-launch. We stay involved to make sure what we build keeps getting better.
Precision over promises.
Scope
Define the problem boundary. Understand the constraints, the stakeholders, and what success actually looks like.
Architect
Design the system before writing a line of code. Data flow, failure modes, and integration points mapped upfront.
Build
Incremental delivery with weekly deployments. You see working software, not slide decks.
Operate
Monitoring, maintenance, and iteration. We stay on after launch to make sure the system holds up.
Most AI projects stall between proof of concept and production. The solution works in a demo, but nobody planned for the edge cases, the integrations, or what happens when real data hits it. That gap is where we operate.
We have deployed AI and automation infrastructure across construction, energy, financial services, and talent acquisition — environments where uptime matters and manual processes are the bottleneck. Every system we build is scoped against a real operational problem, not a hypothesis.
If your team is spending hours on work that should be automated, or you have data that nobody is using, that is where we start.
Every system we deliver includes monitoring, documentation, and ongoing support. You will not need to manage infrastructure or write code to keep it running.
Deployed and running.
Voice-to-document AI for on-site risk assessments
Site supervisors describe hazards via WhatsApp voice note. The system transcribes, interprets, and generates compliant RAMS documents automatically — replacing hours of manual paperwork per job.
reduction in RAMS generation time
voice-to-document turnaround
Real-time power monitoring with SCADA integration
Analytics layer integrated into existing SCADA infrastructure. Monitors power usage in real time, surfaces operational insights, and flags anomalies before they become failures.
real-time anomaly detection
alert-to-notification time
Automated invoice processing pipeline
AI agent that ingests invoices from any format, extracts line items, matches against purchase orders, flags discrepancies, and routes for approval. Reduced accounts payable from 32 hours per week to 4.
invoices auto-processed
extraction accuracy
AI-powered candidate sourcing and outreach
Recruiting agent that sources candidates across platforms, scores them against role requirements, and runs personalised outreach sequences. Weeks of manual sourcing compressed into hours.
qualified pipeline increase
outreach response rate
Analyse. Tailor. Apply. Quantify.
Every engagement starts by understanding the real problem — not the assumed one. We design solutions around how your business actually operates, deploy them into production, and measure the outcomes. If it is not running independently and delivering measurable results, the work is not done.
Behind the work.
Hugh Murphy
Founder
My background spans industrial automation and data science. I started out as an Automation Engineer — programming PLCs and commissioning live control systems in water infrastructure — before moving into applied AI, where I worked with companies to scope and deliver AI and data science solutions.
I work hands-on with every client, from first conversation through to deployment and ongoing operations. I am the person you speak to, and the person who builds it.
Open roles.
Small team, high ownership. You will work directly on production systems for real clients, not maintain someone else's backlog.
AI / ML Engineer
Design and deploy LLM-powered pipelines, agentic workflows, and document intelligence systems for production environments. You will own the full lifecycle from prototyping to deployment.
Full-Stack Developer
Build custom web applications, internal tools, and client-facing dashboards using Next.js, TypeScript, and Python. Strong focus on shipping fast and iterating with real users.
Automation & Integration Specialist
Connect enterprise systems — Salesforce, Snowflake, SCADA, and custom APIs — into automated workflows. Experience with n8n, Zapier, or custom orchestration is a plus.
Let's talk systems.
Every engagement starts with a scoping conversation. Tell us what you are working on and we will let you know how we can help.