For most businesses the answer is retrieval first: RAG fixes what a model doesn’t know, fine-tuning changes how it behaves, and plenty of use cases need neither.
RAG vs Fine-Tuning: Which Does Your Use Case Actually Need?
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SMEs
AI Invoice Processing Automation: A Worked Example
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.
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.
Fractional CTO for AI Projects: When It Makes Sense
A fractional CTO for AI earns its fee when your business faces AI decisions that are expensive to reverse but lacks the continuous senior technical work to justify a full-time hire.
Enterprise Ireland AI Grant: What Funding Can You Actually Get?
There is no dedicated Enterprise Ireland AI grant, but several digitalisation and innovation supports can part-fund AI work if you pick the one that matches your company and your project.
Anthropic launches Claude Duet, an agent that messages you first
Anthropic’s Claude Duet is a proactive, approval-gated agent for US Pro and Max subscribers that watches your connected apps and starts work before you ask.
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.
EU AI Act Compliance Checklist for SMEs: 2026 Deadlines
A practical EU AI Act compliance checklist for SMEs: which deadlines already apply, what changes on 2 August 2026, and how to tell whether your AI use is high-risk.
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.
Practical AI for Mid-Sized Companies: What Actually Works
Practical AI for a mid-sized company means automating the repetitive middle of two or three high-volume workflows, with people approving what matters, not launching a transformation programme.
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.