AI Insights
Practical, opinionated writing on applied AI — RAG systems, agents, automation, dashboards, and governance. From the team shipping real AI into production.
Latest28 May 2026
Honest AI automation ROI: three categories that hold past month six
MIT, BCG and McKinsey now publish what mid-market operators see in the wild. Three work categories hold their AI automation savings past month six. The rest don't.
For: COOs, CFOs and Heads of Operations at mid-market firms defending the year-1 AI automation numbers to a board
11 minutes
All articles
AI integration patterns 2026: pick by where the data lives
For: Heads of Operations, CTOs and COOs at mid-market firms picking between competing AI integration proposals
28 May 2026 · 7 minutes
Chatbots by vertical in 2026: pick by escalation, not industry
For: Heads of CX, COOs and Heads of Digital at mid-market firms procuring or replacing a chatbot platform in 2026
28 May 2026 · 9 minutes
Four AI inserts that move website conversion in 2026
For: Heads of Marketing, COOs and managing partners at mid-market services and B2B firms being pitched an AI-driven website rebuild
27 May 2026 · 9 minutes
Finance ops in 2026: what AP automation absorbs, what stays human
For: Heads of Finance, Financial Controllers, and CFOs at UK and EU mid-market operating companies
27 May 2026 · 9 minutes
When to hire AI consultants in 2026, and when to hire inside
For: COOs, CTOs, Heads of Operations, and CFOs at UK and Irish mid-market firms with an AI proposal on the desk and a board to defend it to
27 May 2026 · 8 minutes
Where retail AI moves the P&L in 2026, and where it just looks like it does
For: Mid-market retail COOs, CMOs and Heads of Ecommerce (50M-1B GBP/EUR turnover) sizing the 2026 AI personalisation budget
26 May 2026 · 8 minutes
Healthcare AI governance in 2026: what binds you now, what waits until 2028
For: Hospital Chief Compliance Officers, CMIOs, and legal heads at 200-800 bed US health systems and NHS Trusts of equivalent scale
25 May 2026 · 8 minutes
Scope, not category: healthcare AI ROI at mid-market in 2026
For: Hospital COOs, CFOs, CMIOs at 200-800 bed US systems or NHS Trusts of equivalent scale pricing AI procurement in 2026
25 May 2026 · 10 minutes
Generative web design in 2026: what ships, what still needs a developer
For: Heads of Marketing, CTOs, and Operations Directors at mid-market firms deciding whether the next site refresh runs through a gen-AI tool
24 May 2026 · 7 minutes
RAG in 2026: three workloads where retrieval pays back, three where it does not
For: Heads of Data, CTOs, and Heads of AI at mid-market firms choosing or revisiting a RAG substrate in 2026
23 May 2026 · 12 minutes
Before RAG, agents, or long-context: three operator floors that decide deployment
For: Heads of Data, CTOs, COOs, InfoSec and Compliance evaluating an enterprise RAG, agentic, or long-context deployment in 2026
22 May 2026 · 10 minutes
AI dashboards in 2026: which mode fits, and how to tell
For: Heads of Data, CTOs, and operators at mid-market firms choosing between adding AI to an existing BI stack or replacing parts of it
21 May 2026 · 6 minutes
Clinical AI in 2026: three deployment tiers operators should plan around
For: COOs, CMIOs, CDOs and Heads of Imaging at mid-market+ health systems planning 2026-2027 clinical AI capex
20 May 2026 · 13 minutes
Process mining finds the bottleneck. AI on top of your PM tool reshuffles tasks
For: Heads of Operations and COOs at mid-market organisations being pitched AI workflow optimisation by an incumbent PM or scheduling vendor
19 May 2026 · 7 minutes
Resolution, not deflection: AI chatbot ROI at mid-market in 2026
For: Heads of Customer Operations, COOs, and CX Directors at mid-market firms pricing a chatbot procurement in 2026
18 May 2026 · 9 minutes
AI quick wins for mid-market operators: four that earn their cost in 90 days
For: COOs, Heads of Operations and Finance Directors at mid-market firms putting a first AI buying programme together
17 May 2026 · 11 minutes
Custom AI in 2026: four buy signals, three build signals
For: COOs, Heads of Operations, and CTOs at mid-market UK and Irish firms deciding between a custom AI build and an off-the-shelf platform
16 May 2026 · 11 minutes
AI demand forecasting in 2026: where it pays, where it stalls
For: Heads of Operations, Supply Chain Directors and CFOs at mid-market retail, distribution and B2B-product firms weighing a forecasting upgrade
15 May 2026 · 8 minutes
Can AI legally read your clients' bank statements? An Irish guide (2026)
For: Owners and partners of Irish accounting practices weighing the legal exposure of putting client data into AI tools
14 May 2026 · 13 minutes
The 17 things your practice chases clients for, and which an AI actually closes
For: Owners and partners of Irish accounting practices with 5+ staff staring at the chase-admin backlog
14 May 2026 · 13 minutes
Xero JAX, Sage Copilot, or a partner build: when each wins for an Irish practice
For: Owners and partners of Irish accounting practices comparing in-tool AI features with the case for a partner-built workflow
14 May 2026 · 12 minutes
How to add AI to existing software without rebuilding
For: Founders, CEOs and Heads of Operations whose engineering team is about to add AI to a working business system
13 May 2026 · 8 minutes
AI agent for back-office operations: topology, observability, fallbacks
For: Founders, COOs and Heads of Operations scoping a back-office AI agent before signing or building
13 May 2026 · 8 minutes
When AP invoice automation is worth it: the honest decision tree
For: Owners, CFOs, Financial Controllers and Heads of Finance staring at an AP automation buy-or-build decision
13 May 2026 · 8 minutes
Automate B2B customer onboarding: a state machine, not a workflow
For: Founders, Heads of CS and COOs at B2B SaaS running 12-50 customer kickoffs a month
13 May 2026 · 9 minutes
OpenAI vs Anthropic API for production: what actually broke for us
For: Founders, CEOs and Heads of Operations whose AI bill has crossed GBP 5k a month and want to know if the team is on the right vendor
13 May 2026 · 9 minutes
Agents in production: the control surface is the product
For: CTOs, engineering leads, and Heads of AI/Data running production agent features
8 May 2026 · 7 minutes
Redesigning the boring middle: AI for mid-market firms (5m to 100 staff)
For: Operators at mid-market services and B2B firms (5m+ revenue, under 100 staff)
27 April 2026 · 8 minutes
What production AI evals look like: the shapes most teams skip
For: CTOs, engineering leads, and Heads of Data running production AI features
26 April 2026 · 7 minutes
What actually moves AI unit economics in 2026
For: CTOs, engineering leads, and Heads of Data running production AI features
24 April 2026 · 7 minutes
Why 95% of enterprise AI pilots don't move the P&L (and what shipping teams do)
For: CTOs, Heads of Data, and operators running enterprise AI pilots
23 April 2026 · 7 minutes
EU AI Act fines for SMEs (Aug 2026): €35k, not €35m. Article 99(6) explained
For: Founders, CTOs, and product owners building AI into real products in Ireland, the UK, and the EU
22 April 2026 · 9 minutes
RAG is not a search bar: five mistakes we keep seeing in SME retrieval
For: Product and technical owners whose RAG retrieval is live and underperforming
22 April 2026 · 9 minutes
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