Insights
Enterprise AI strategy, infrastructure, and implementation — for London businesses building seriously. One article per week, signal over noise.
We cover Intelligent Document Processing, AI Workflow Automation, Data Analytics, and the infrastructure decisions that separate production AI systems from proof-of-concept. Written by the team that builds these systems for Fintech, Finance, ESG, and Coaching clients across the UK and Europe.
Every "Best AI Consultancy UK" List Skips One Number: Team Size
Ten "best AI consultancy UK" lists put a five-person studio and a 150-person firm in the same numbered ranking. We checked what actually differs by size, using Companies House and LinkedIn data instead of firm marketing.
We Built a Company Brain Before We Knew the Term
Femke Plantinga analysed nine real "company brain" builds and found they all do four things: get signals, remember, dream and prune, speak and search. We checked our own year-old internal agent system against that framework. Three parts are real and verifiable. One is missing entirely, and we are naming it rather than hiding it.
We Asked AI Who's Best in Accountancy, Law, Fintech, and Coaching. Here's Who Showed Up.
We ran 15 real UK accountancy, legal, fintech, and coaching firms through the same test our AI Visibility Score runs for clients: real, unprompted buyer questions, asked live to ChatGPT, Claude, Gemini, and Perplexity. In every single vertical, one firm dominated the answers. Most of the others never came up at all.
Automated Document Processing: What It Actually Replaces (And What It Doesn't)
"Automated document processing" gets sold as a blanket fix for slow paperwork. It replaces a specific, well-defined set of tasks. It does not replace judgement, exception handling, or the process design work most buyers skip.
Enterprise AI Readiness, Fully Explained: The 6 Dimensions Buyers Actually Ask About
Enterprise AI readiness gets treated as a single yes-or-no question. It is actually six separate ones, and most organisations that stall are strong on one dimension and quietly weak on another nobody checked.
What Is llms.txt, and Does Your Site Need One?
robots.txt tells search engines what they can crawl. llms.txt does something different: it tells AI systems what actually matters. Here is what the standard is, what a real one looks like, and whether your site needs one yet.
What Is Agentic AI? A Practical Definition for UK Enterprises
Agentic AI is one of the most used and least defined terms in enterprise AI right now. Here is a definition that actually holds up, and how to tell a genuinely agentic system from a chatbot with extra steps.
IDP for Fintech and Compliance: How Kelriva Compares to Generalist AI Consultancies
Most UK AI consultancies pitch broad AI capability: fintech products, AWS-native GenAI, full-stack assessments, fast SME builds. Almost none specialise in document-centric IDP for regulated industries. Here is what the market actually offers, and where that leaves a genuine gap.
The Model Is Only 20% of the AI Product
CuspAI just raised $450 million on the system it built around its model, not the model itself. We see the same split in document processing and agentic AI: the model is the easy 20%.
Why AI Agent Evaluation Fails Silently
A conversation log can look completely clean and still represent a failure. Here is the evaluation gap most teams miss when they ship AI agents into production, and what we changed in our own pipelines because of it.
Reliability, Not Intelligence: Why Your AI Agent Strategy Is Failing
Every serious model on the market is smart enough for most enterprise agent workflows. The gap between a pilot and production is reliability, not intelligence, and that changes what you should be building first.
AI Tools for ESG Reporting in the UK: What Actually Automates the Work
ESG reporting teams spend most of their time on data collection, not analysis. Here is where AI actually removes that burden, and where it does not.
AI Coach Matching for Corporate Coaching Platforms: Beyond the Basic Algorithm
Matching a client to the right coach is the easy part to automate. The harder, more valuable part is everything that happens after the first session.
Fixed-Fee AI Consultancy in the UK: What It Actually Costs and Why Day Rates Get Expensive Fast
Day-rate AI consultancy has a structural problem: the incentive runs opposite to finishing on time. Here is what fixed-fee pricing actually looks like instead, with real numbers.
We Tested Headroom on a Real Agentic Workflow. Here Is What It Compressed.
We ran the open-source token-compression tool Headroom against a real Kelriva agentic workflow instead of just reading the claims. Here is what the dashboard actually showed, and why the biggest source of waste had nothing to do with the model.
AI Readiness in UK Financial Services: The Real Blockers Are Not the Models
Every major financial services firm in the UK now has access to the same AI models. The gap between organisations running pilots and those with AI in production is not a technology gap. It is an infrastructure gap, a data gap, and an ownership gap.
Beyond Zapier: The 15 Best AI Workflow Tools For 2026
Zapier built the category. In 2026, a new generation of AI-native tools has moved well beyond it. Here are the 15 platforms worth knowing, and the practical question each one answers.
7 Intelligent Automation Trends Reshaping Enterprise Workflows in 2026
Intelligent automation in 2026 has moved well beyond scheduled scripts and rule-based bots. Here are the seven shifts actually reshaping enterprise workflows — and what each one means for operations teams in Fintech and Finance.
Top Enterprise AI Consulting Services for 2026
Not all AI consulting engagements are the same. The service that solves a document processing problem is different from the one that automates an approval chain. Here is how to match the service to the problem.
How to Scale AI Pilots Into Enterprise Adoption
A pilot that works in controlled conditions is not the same as a system that works at scale. The gap between the two is where most enterprise AI investment stalls. Here is how to close it.
Enterprise AI Consulting for Fintech SMEs
Fintech SMEs sit at an unusual intersection: regulated like a large institution, resourced like a startup. Enterprise AI consulting that works for them looks different from what works for a 5,000-person bank.
Top 7 Enterprise AI Operationalization Barriers
85% of enterprise AI projects never reach production. The reasons are rarely technical. They are organisational, structural, and almost always predictable in advance.
How to Choose an Enterprise AI Consulting Firm in 2026
Most enterprises get this decision wrong not because they pick a bad firm, but because they ask the wrong questions. Here is what actually matters when choosing an AI consultancy in 2026.
When Your AI Vendor Gets Shut Down: Enterprise Continuity
On June 12, the US government ordered Anthropic to suspend access to its newest models for all foreign nationals worldwide. It happened without warning. Most enterprises have no continuity plan for exactly this scenario.
Your AI Consultancy Might Have a Conflict of Interest. Here's How to Find Out.
Many AI consulting firms have commercial relationships with the tools they recommend. The advice looks neutral. The incentive structure is not. Here are the questions that tell you which side your consultant is on.
Agentic AI Has Arrived. Most Enterprise Processes Haven't.
Jensen Huang declared "Agentic AI has arrived" at COMPUTEX. Anthropic filed for IPO the same week. The infrastructure signal is clear. What it doesn't tell you is whether your business is ready to use it.
Model-Agnostic AI Infrastructure: The 2026 Enterprise Decision
Real data from 50,000+ businesses shows why model-agnostic AI infrastructure is the most critical enterprise decision of 2026. Build to never be locked in again.
Stop Measuring AI Usage — Track This Instead
Amazon's internal data revealed a counterintuitive truth: winning businesses don't measure AI usage — they measure what changes because of it. Here's the framework.
Our 4-Layer AI Readiness Audit (60 Min)
Before writing a line of code, we run every client through the same 60-minute audit. Four layers, four questions — a clear picture of where AI creates value vs. cost.
What Is Intelligent Document Processing?
Most document workflows in financial services still rely on people reading things and typing them somewhere else. Intelligent Document Processing is the category of AI built to replace that work.
What Are AI Agents and How Do They Work for Enterprise?
An AI agent is not a chatbot and not a simple API call. It is a system that receives a goal, plans steps to achieve it, executes those steps using available tools, and adjusts based on results.
KYC Document Automation: A Practical Guide for UK Financial Services
KYC document processing is one of the most resource-intensive manual workflows in UK financial services. AI can automate the extraction, cross-referencing, and exception flagging. Here is how.
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