Insights
What we've learned building AI workflows for Irish SMEs
Costs, definitions, governance and the patterns worth copying. Written for owners and managers, not for AI people.
Latest
18 October 2026
18 October 2026 · 6 min read
What an AI agent actually is
For an SME team, an AI agent is best understood as an assistant that answers from approved knowledge and takes small, confirmed steps.
6 October 2026 · 6 min read
Using a voice assistant to capture missed calls
A practical way for an Irish SME to test an AI voice assistant for routine booking and qualification calls without removing human control.
voice agent, speech-to-text, structured extraction, workflow routingAdmin
5 October 2026 · 6 min read
When a spreadsheet should become a small workflow app
If a spreadsheet is carrying hand-offs, approvals and status tracking, it may be time to turn it into a simple internal workflow.
AI-assisted prototyping, workflow design, structured data captureOperations
2 October 2026 · 6 min read
A website chat assistant for common customer enquiries
A practical chat assistant can answer routine questions, qualify the enquiry and hand over safely when a person is needed.
chat assistant, grounded retrieval, lead qualification, escalation routingCustomer Service
30 September 2026 · 6 min read
A safer AI workflow for regulatory requests
When a formal request lands, AI can help triage the scope and preserve information, but the legal or operations lead still signs off every step.
email and document triage, extraction and routingLegal, Admin, Operations
29 September 2026 · 6 min read
Booking enquiries need an assistant, not a free rein
A booking assistant can cut repetitive scheduling messages, if the workflow keeps calendar access, customer data and staff approval under control.
chat assistant, calendar lookup, enquiry qualification, structured hand-offCustomer Service
26 September 2026 · 6 min read
Turn SOPs into reviewed interactive staff explainers
AI can help SMEs turn approved procedures into short training explainers, but the useful work is building the review and update workflow around it.
grounded retrieval, summarisation and interactive visualisationHR, Operations, Customer Service
24 September 2026 · 6 min read
Stop waiting for customers to chase you
A simple AI-supported lifecycle workflow can turn missed onboarding and renewal follow-ups into reviewed, timely customer contact.
lifecycle automation, structured drafting, CRM-triggered workflowSales
22 September 2026 · 6 min read
Use AI to take the drag out of small app upgrades
An upgrade assistant can read migration notes, inspect relevant code and draft a reviewed plan for a safer small dependency update.
grounded code assistance, document summarisation and structured draftingOperations, IT, Admin
21 September 2026 · 6 min read
AI support answer drafting from your own knowledge base
A practical way for Irish SMEs to reduce support search time while keeping agents in control of every customer reply.
grounded retrieval, summarisation, structured draftingCustomer Service
18 September 2026 · 6 min read
Use AI to find the support conversations worth reviewing
AI can help an Irish SME move customer support quality checks from small random samples to exception-led review, with a support manager making the final call.
conversation summarisation, rubric scoring, exception detectionCustomer Service
16 September 2026 · 6 min read
A safer way to use AI for CRM follow-up
A CRM follow-up assistant can help sales teams keep deals moving, provided it is designed as decision support with a named human review step.
email summarisation, CRM update suggestions, grounded draftingSales
15 September 2026 · 6 min read
Turn cash burn forecasts into a reviewed working table
An interactive runway assistant can replace a fragile cash spreadsheet with a faster, clearer finance workflow for SME management meetings.
spreadsheet extraction, structured analysis and interactive modellingFinance
13 September 2026 · 7 min read
AI triage for a shared customer inbox
A practical way for an Irish SME to reduce manual sorting of emails, chats and form enquiries without removing human judgement.
email and message triage, classification, entity extraction, routing automationCustomer Service
10 September 2026 · 7 min read
Turn scattered sales enquiries into reviewed CRM records
An AI-assisted lead intake workflow can reduce retyping, speed up follow-up, and still keep a salesperson in control.
email and form extraction, CRM automation, structured draftingSales9 September 2026 · 5 min read
Use AI to draft overdue payment chasers without losing the human touch
A simple AI workflow can review overdue invoices, group them by client and prepare polite follow-up emails for a finance person to approve.
structured data review, grounded drafting, email automationFinance
9 September 2026 · 6 min read
AI moves $4.7 trillion of profit. The question is your sector.
Bain puts $4.7 trillion of profit in play between 2025 and 2035, across 71% of sectors. Here is how an Irish business turns that headline into one decision it can actually make.
Sector analysisFor owners and advisers in 10 to 250 person firms
8 September 2026 · 6 min read
Read-only inbox triage for busy SME admin teams
A practical email triage workflow can sort urgency, topics and next actions without giving an AI agent permission to send, delete or commit on your behalf.
email triage, classification, summarisation, structured draftingAdmin
7 September 2026 · 7 min read
Draft invoices from completed jobs without the copy and paste
A small AI workflow can turn completed job records into draft invoices, while leaving the finance decision with a person.
document extraction, app integration, structured draftingFinance
4 September 2026 · 4 min read
The questions your team asks the same person every week
Most internal questions never become tickets, so nobody sees the cost. A grounded assistant answers the repeats and turns the rest into a proper request.
grounded retrieval over your own documents, structured request captureOperations and admin
2 September 2026 · 6 min read
Stop urgent customer tickets getting buried
A small escalation workflow can join your inbox, CRM and team chat so the right person sees high-priority customer issues quickly.
app integration, ticket enrichment, summarisation, routing automationOperations
31 August 2026 · 6 min read
Before you build, rank your AI ideas
A one-week AI use case screening exercise can help an SME choose two or three safe prototype candidates instead of chasing every idea at once.
workflow analysis, grounded research and structured decision supportManagement, Operations, Admin
28 August 2026 · 6 min read
A practical AI draft assistant for SME marketing
Use your approved campaigns as the source material for faster, more consistent marketing drafts, with a named human review before anything goes live.
grounded retrieval, content summarisation, structured draftingMarketing
27 August 2026 · 6 min · Admin burden
The admin hours nobody counts
Where the recurring admin really sits in a small Irish company, with monthly hour ranges, what a machine can take on in each, and what stays with a person.
26 August 2026 · 6 min read
Before you let an AI assistant into your apps
AI assistants are only useful in an SME if you know what they can read, what they can store, and what they are allowed to do.
AI governance, workflow design, human review controls, AI literacyOperations
24 August 2026 · 6 min · Costs
What an AI workflow actually costs an Irish SME
The published Irish adoption figures, the cost side in plain euro, the grant offsets, and two minutes of arithmetic to work out your own payback.
21 August 2026 · 5 min · Definitions
What actually counts as an AI workflow
Half the AI projects I get asked about are not workflows at all. A three-part test, with the four agents running behind this site as the worked example.
6 August 2026 · 7 min · Visibility
Why AI search is ignoring your website
ChatGPT, Gemini, Claude, Perplexity and Grok now hand buyers a shortlist of names. Five practical steps to make sure yours is on it.
27 July 2026 · 6 min · Pattern
Agents that finish the job overnight
Every major vendor shipped background agents in July 2026. Here's the six-step SME playbook for actually getting value from work that finishes overnight.
27 July 2026 · 5 min · Pattern
Grounding beats guessing
OpenAI, Anthropic, Microsoft and Google all doubled down on grounding and connectors in July 2026. It's the least glamorous story of the month. And the most useful for SMEs.
27 July 2026 · 5 min · Pattern
Voice is the new form
Voice AI made every July 2026 headline. Here's where SMEs actually get ROI: reception, field ops and support triage. And where it's still a distraction.
27 July 2026 · 6 min · Governance
Human-in-the-loop, on purpose
Approvals, audit trails and reflection got a bigger push in July 2026 than the model launches did. For EU SMEs, that's an Article 4 story as much as a product one.
16 October 2025 · 4 min read
From Weekend Idea to Working App: Your Team Can Build It
Discover how practical AI tools allow SMEs to quickly build and deploy internal applications from a simple idea.
Irish SMEs
6 October 2025 · 4 min read
AI in Science: Validating Knowledge Faster, Better
Discover how AI can streamline validating scientific claims, making critical information trustworthy and accessible for your business.
Irish SMEs
10 September 2025 · 2 min read
Making AI reliable: How to avoid AI guessing in your business
Learn how small and medium-sized businesses can ensure AI provides accurate, trustworthy information, without the risk of 'hallucinations'.
Irish SMEs
29 July 2025 · 4 min read
Making Sense of AI for Your Irish SME
Discover how practical AI solutions can improve your business without needing complex technical know-how.
Irish SMEs
29 July 2025 · 4 min read
Making sense of the EU AI Act with smart tools
Discover how practical AI tools can help your business meet the EU AI Act's new rules without overhauling your operations.
Irish SMEs
29 July 2025 · 3 min read
Making AI Work for Your Irish SME
Discover how practical AI applications can improve your daily operations without significant disruption.
Irish SMEs
15 July 2025 · 2 min read
Finding Direction with AI: A Practical Guide for SMEs
Discover how Irish SMEs can thoughtfully and ethically integrate AI into their operations, moving from caution to confidence.
Irish SMEs
25 June 2025 · 2 min read
AI in Healthcare: Improving Patient Letters and Communications
Discover how practical AI applications can enhance patient communication, making it clearer and more compassionate in healthcare settings.
Irish SMEs
11 June 2025 · 4 min read
EU AI Act: Your First Step is Knowing What AI You Use
Discovering the AI hidden in your everyday software is the essential first move for navigating new EU regulations.
Irish SMEs
15 April 2025 · 2 min read
AI in Your Everyday Software: A Quiet Boost for Irish SMEs
Discover how the AI features already in your business tools can make a real difference to your daily operations.
Irish SMEs
14 April 2025 · 2 min read
Microsoft 365 Copilot: Business Value Beyond the Hype
Discover how Microsoft 365 Copilot offers practical benefits for Irish SMEs, focusing on secure, integrated AI for everyday work.
Irish SMEs
10 February 2025 · 2 min read
Making Better Business Choices with AI for SMEs
Discover how practical AI tools can help your small to medium-sized business make more informed decisions.
Irish SMEs
21 November 2024 · 2 min read
Boost Your Service: Conversational AI for Irish SMEs
Learn how conversational AI can improve customer service efficiency and satisfaction for your business.
Irish SMEs
8 November 2024 · 3 min read
Keeping Your Business Data Private During AI Conversations
Understand simple steps to ensure your company's information remains secure when using AI tools.
Irish SMEs
One Workflow
One workflow a week, worth automating.
A short letter written for your company: one workflow worth automating, the hours it could give back, and a first step you could run yourself.
See a sample letter and how it works
Everything in the letter is decision support: review, test and approve before anything runs in your business. Your email is used for One Workflow only.