A step-by-step worked example of AI invoice processing automation, from the AP inbox to a draft bill, showing where the LLM fits, where plain code must take over and where a human still decides.
process automation
Should I Automate My Bottleneck First? Not Always
Automating the bottleneck first is usually right, but only once it is confirmed as the real constraint, its cheap fixes are exhausted, and the work there is rules rather than judgement.
AI Automation in Northern Ireland: Costs, Grants and Use Cases
What AI automation really costs a Northern Ireland business, which public support is realistic to get, and which workflows to automate first.
Process Automation ROI: How to Calculate It Properly
A practical method for calculating process automation ROI and payback, covering baseline measurement, full costing, adoption ramps and a worked example you can adapt.
n8n vs Make vs Zapier vs Custom Code: Which to Choose
Zapier, Make, n8n and custom code each fit a different workflow, team and volume, and this guide covers how to choose and when to move between them.
How to Scale Operations Without Hiring: A Practical Guide
Hiring is the default answer to growing volume, but automating the transcription and coordination work that scales one-for-one with demand lets your existing team absorb growth without adding headcount.
Automate Manual Data Entry: From Keying to Reliable Workflows
A practical guide to replacing manual data entry with a validated, auditable pipeline where people handle only the exceptions and stop retyping every field.
Human-in-the-Loop Action Tags: How to Make AI Agents Easy to Steer from Your Phone
A simple pattern for running AI agents from your phone: four coloured action tags, one task per line and a closing ‘For you’ list, so the human in the loop never misses an ask.
Identifying Bottlenecks: Which Business Processes Should You Automate First?
Find the step where work waits longest, fix the process around it, then automate the frequent, rule-based work on that constraint first. A scoring method included.
What We Do
Product
Consumer and enterprise software, built with taste and shipped fast.
Infrastructure
AI agents, automation, and orchestration - production systems, not demos.
Advisory
Hands-on engineering and strategy for teams shipping AI into production.








